{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z3kZTKEpzQs9do04gTAPHhKCkZlnae7uj00uNVqOdGTHLaIOYV1OfNEajtyosMpOss8HhBDfbhAWJRBpvABOthzrrdu1+JV1jVIBXJ8lis3iJk4mKoiiKoiwZOkqgxkVedbghtcFIJL0/g24IrHr1xIXgjLctMaEf4cn7yOx9O9ZZqbqpJbnwxrekiejPmLEzcQAm9WPTtq40UUcmidN44tDIsGo9iiaX8IAxsWHqw6vMAzWfz4STCVZPAKym8z7xGaBor2RFjhrcsEeur62CjsM07HNE/JCDiPdDwiRQ2A+2gRXUVL0aks/Fr0ci76B/NcY0FL+xTLWi6jodzyItITEZXbE81qdINK8xYUt0WOS7RCfZguuKTl7ObDJBURRFUZROpGMEam0ng9qMujd08kdBEVUWd/Oi4ZgKU3MXTRK5rRuWUGSb1svGhSVlbK8wz6MulDbBqBF8rjazTrzG3ftiYhnxHeaSLrSV+dZ3ywvf68TJAx1CKvND7TFrZLVvZPmXyOlmK8DWplqiFsCa8S7cT4XOtLDqCgZTfUGDMkKzYvHY2bpY11rrov1j+EqadZDhMhp1JqH+t07VRy3Gyflb1N0oqd9sE7qv3m1OEvGhzGIQ3WpGURRFUZYsHSFQI9vsBQMNfxBifOtpbWbfeAsntSlwEgwK88LCbSnj0+QSmw+ifULeu60vPZzTQqzAAiIhi0YTQnFg6lqnHCo8Ldh+31DL6L0sSR6sdXMxYQeCcGJTE0dRGr8TgSaNiOVw4jrR6+UKLIeRS4jo4Pi5Zi9lrV5p6pbf7HizCbdGFuza91qtUrO2hv8WVH/4O60G1+PGtGpV2GsnpCiKoihLmY4QqLXZcU8QSWyBkfp98GbizBqzdMyjUA2vLtmY2Q+W6hYfnSES3iZDfKtoM9Hr39pozFyjxYySrFK1w9XhaTB2V+2qLBpxM1wjTO1noxdNfKtlE9FT8xYI91umDbf/cCHtrgTsdzpB51DtKwNX2KAdjfCv1UDyu93O/Qq3m5hLidSfb/Ly1yYfQ1bjyIe4d0csf3j7m9m7tiiKoiiK0kF0hEAVkWC/9dDB2jgqLgLjXnPNDATGtE4zF1pZJ8LnW2rZea6/NvCTpgKxtu2NN/id0ZoukdWAw3WY6hZBirJYxF+HxhbVZg/5TB7akNUvggvGDXmGuK3LTRTJsWPiTTwRbP0Ua3PrCbOgkEbprFqaRBLMzHXiPFZboiU4XKKplSu1o7Ufbf4+/K175r4olaIoiqIoh5KOEKgA3gIZnpAKvLuMSGQMFB+MNaZDByizUMntRI+1qDThe72lofmgrlEragPLZAOUxoIpi0v7NrTk5z16VGreG0FcfGTSxReJkUzBO+ELtsQVaWcjmpMJL2rUni5rQ7w2PR12o52BxTLsXtGUuCA3M78tYtBtZhRFURRl6dIRArW2CEawOE8QlSXV81VHLglcaxvP8CduN8PMtoHpGAKv3Fm7yIZjwZrJ3dZu0o0H1gkliCDG6DBRWVzmwcvTBKvFVv3TQ0jdhwaNEDxrpO8aYqx6cTfrNoYsjonn5pukDjXsOSGN080HbcY5SMMviqIoiqIsJTpCoIqRqitvJI7KH5dYvgtdVKQ2GrTU3Gq9bRNCp2azgEpSDQ3FcW0LmWDLhoZbTHgFzaBS2h7T1rz33NjRmiuiiEQmANqj2cC4Vo+Ef1GKsojU7YQSc2X1Jntm8LwHsaF+zKfgYrCii9dGa8R7zwKXWysisIwxiAXGWLXdcTB1/Vn4/QyXbUwQ2xqKnw28GBb8dZNZVCJE9kiez9ZYQbHBvfbujIW1NCcjFUVRFEUBOkWg+j/DlsKWMqi6ofvc0iwUM95vNZ7fX//EH3rVwsYidTSsnMjCLzF3vPpsjdx3E87NZdUmRTnEeG9CC0+AuMtuNX7UF4LhdymxGH/iJ+lk9XWqqiuq/h0mEJpJ4rS+gV685SJMArUykLZ0323RZ1RXQI6nlbqviS7AkVpUmiqKoijKUqcjBKoJlsMNxGmw78wCjb1qFlaYr5n9+Ab3rQRqW5cXrBsS3I62RG+QydRcoxuMx1tfeTzFwlhCFGUxSVpIKLCsJhxNoNZfRQuuf18iXUw1jME/GxaXEUtgo5hS409UCdX1uUP52qfZO5wQW9qyn2ztVdEorSBgWXEbt2cp9q+t2u/58aj1ElT7JEVRFEVZTnSEQPW2QAkRaCzmd+gRX/13uVFzfZaw+ZWIb/CMLS71roSKcnhR700Q6MLYIta09Y5UPRqik1rR843aEGpHNd1sZvJaidTwz7nMFvrXGHaPqTYhyWU4fG/Ch7XvURRFUZTDhY4QqJ4rXNQi0cLJzUvTYn8Zz+pohQ5FY1LD8aKR2MkZELeczrq9kXReu+ID4HbKjmxrE+yrONcN7CUsUmOHgu+zvH+K0gnEY8KjsaqBO25YVCY/7HH7YORo5P2LlSESTx36FlbBEkoTfuek2uc1po2tbiIlxN/7Znkl5Kobjn03USEduQemet5E+qigLwuymZClOHyf3Grbwv2ebjOjKIqiKEubjhCofjAVhMWeWzOjhmPGqq5t1A3/6sukNsYUvOJdkzTMmpm4CoapTUOymuQLf2+Ub16HWHUD49mUXp9H9aiyXKmFGvgiqvraJFgy646Ee4hgZfJ4uvaciRvV07oXasGMLJIzrKPqvZGcr+rC7H9O1pOx3j34G6G9jqIoiqIsezpCoNZvAeOvgEugrUIz+SF1Wl3tN5QvXGr4WJJdIJx07oIwNHgKh24x8yFV+LJm3q4kl7mFoflQXVGWMn7/U437jPYkYcNl7WO9G7zvm5H4Hrfn2NBMnCaR1OvMpXdr2nMmpA1cev0Jx6TOlrDFs15kJ7c8oTxP4XofjV+mMZ7XjFpRFUVRFGXJ0hECFRPMpNcEqAlt0B7dcs94+xNCdPFHakNKz23XP+aPaarjlSRT6QwHMyJR+0f9Z6nFqBGa/I+XE29GKE88UZ3sTEoU+RwdqEYXhpkHOR4emOtYUFl21DqQ+h6j/Qe+1iPNp1dEg95HolI42ufERaBFIyIusm2/3KYa7uDpRG9xo2Disbp/NRYGt1pHI6fk6JRlI0ts7BqCDrRu4lJRFEVRlKVERwhUCWbcTUjQYTBivD1Q46v6mmCmvOZEFx+QCOCakCW2asuoxzRSkE1a3PBY3an2RWEjL7ZAvNdfYavSogPZajkN3eoURQlT6xriL0wrB//auxfeMmrhX7uwhdJt4j6bHNbgpY/vn9xeq8Px+NGY+JpI9SoJx/QGx+IW1YTZyaqrddD+mJt0YGQ1JF6boiiKoihLg44QqODHmYrxtl6Q6pFg2r2m/4xVG9YYkMQZ/mCBpNAgMcgQOxIcnu3AUeIWz6oNNeKYHFbedfkTc5vosVqy2ToO1ywjyYPW2ZerKIclVcEVvDsW1ZfcSERcRfc1JuQp0qjw2byPplqn8d1GojbVekE3FxLjaE2DPjbRLVkibZa6m9GsgUmTbLWtaXQCTlEURVGWLh0hUGshQ8FgKhiwUDNhhGfOcUPDt2YDuUbxU0lxT3MRZsl5JfJBGoy32q233jLTbo76ahuVkXS/YpYORVEIeoyGb0Z44iwQYNHsVaoTWCb8xiYJujYIzd6F3YvD5bf7NkuDPqfqfNuyeY1qany8/SuOl6ETa4qiKIqyXOgIgep5bhlMNX4pdl68wVLYTa5+7r7RgC7mXhZ2Ig7Fqc5lgFONhTXUuZ1B7XrmNoSaxYBVpLpwyMzqCX3WAFNFScD39mg4Cdb8vUkw/rXM05rArdb/FsTxi+9SG7jgtugPLCssTAN33HAtSUK3XRfohHOz2v5K+yVFURRFWa50hEA1GN8dDZpaGg2+YJqpVS/Y/6/RgHI+Z9+T42HnXubs2tp4T8CgzITFUhL2PVUUpdW7F39Hk9+f6tvV0JFhjj1G7J03wVY5df2fS9L7nzRBmGixjLdzJs2e697MdWVoiIKiKIqiLBc6QqASLKTR1j53MxGn4bSNXMJmL8KqdoZgnBQ7vjA0au9cak26pypOFaVGg0WFWlokG4jUiNdGUtzmbPunBHfixLbMtL8ITxAmnKsr34QOx1yXE9yf67LPGu23FEVRFGWp0xkCtRFJa2o0StPYHNHgc7NC20cafJ43Eq85bBGJDw5n6y7X3sCuGhccqkdtFsrhTbM3IL5QkH80rMskKW00fXC2PRtt0vGkPiOpvoT+xMTPhSto0IKq1bXZvTFRvRtsNRY+FDe0mtBKBdXio3dFqh4ziqIoiqIsRTpCoAbDCuMPohJjQqv7otar1lpyPzaqupVK8+FbbVuEeutqtSozs6HOfA6LvG10xNsTNlS+d6mG5K0ZYu7FTe9DOGHrNGJqv6tILToWVA5TksPXG1hN62LRY7uARvq3enGa9LM+ZXXn0VAfEbJaRuqIlxL3NmkQAhAuI7RfdTKm1hbw2uOvcCyRvtXrU4INboJFkIOerbYKsqnF+RtTd8u8/rEdTxxFURRFUTqVDhGo3ubt3ihkJu5ywWAnbBVol7m4ux1KQoNNcfH2FJwJal1QlJmw0Htq1uaGmk8SJU2lBcdrn4JUbiRxfT4BHOoFqKFlfGg8Rr36vVH60L6q1SS1PN46bv4ieUQ9ias1SX0RkXRCTCyH93JVFEVRFGUp0REC1UMQbM9aOKtN7OpjKFsvYBsXqVFLpYlty3AoZF3YUy7xUiKW1HaJx4pp3JaiHArq39z23sWZ9EmekPM8MWriLrCzxq2mRPqTunqqgnC2fYZp3N0YAxL1zgi8P8LdXNwSrb2XoiiKoiwvOkSgBi65gctczVU3OI8Rb35dai5ephobFSWYkfc+x8uqrzuUkzpX2ca+dKH6Zi5dgzyN85q6ryLBQi0xgem3V0RI3gKiEWG3PkVRFpJ2+wmvW2v8Xoa3tYq79zYorZo+eqzqDBw6Jg17hLro1DpD6+wmFk24TmMi98nyP7umZl8NJh5b25sVRVEURVmKdIZA9UdagUituaq5BOK0utJvhLqgrtCpmQyWwnaCWD0tillY97+FLHx2llON7lKUzqA9x4l4rKcnCCF6LOJyGzra0K04XGbYiaPNPiVch/GDR2uTa7VexvNkoeHEW+I9WGifbEVRFEVRFpSZBjAuCMHwKKopjW8x9KyGIiBW3fI8DWnXWhEdpLmho1KVq7OJcJ07UvdVGvr51lhIm+hct2dUFGXuxHdpaaYJG52TUB8XxZ8UBMSPb1+M115C/S1Vz5ha403rri+STvsqRVEURVm6dIQFVcT2Zs0jLmjhVTFiK2S4wUep/azGJ5lo2sDIWufqW1vvMZqBaqZ6S8PikLiKce0s1YWRqoskLVwLw/c2qF69gg8twSBeB+HLk3CYQ9K5qpMJtVhSaCZG49/Dk3FJBJ2mOy89S7wPkVBoRrC2UX1EhdSecQHx41Pj9yUcmypBGEToEhRFURRFWXp0hkD1p7xNZNDUxJm0fsQV+igRl7GGsafhGXlTb0lYiPFNa6tuu0uf+MPUthRKLKZ2pqgI6jx08H3Y02httPZf17bskW3na7ZWW1gwtuWSK7XVfMNuNRLPEp/TjLknK4qiKIqyNOkIgerhL37hfVygGkIuY+ETAsaEo5xC0/mLNtKJC8lWFbfreBxfUElZ6qjl9PAm6JZabkHakNmK01r9Se1pRrjNrQiX13xSz9+ixp+QxNTia7WnUxRFUZSlS0cIVG8PPNfz4DLSSEYudCuoE30m8mNBjYn1A7GkWsP3Y6Y23/mJTlVtpCiHnvCaREbaXpto0Uly323W1Eiv16SzaVhG4AqsKIqiKMqSpSMEqliBf5i/4ocJi0WT4AHWZAASWg0SiCwDJQjGNbXPCTGvEhlFhVa2nOWgp/U2N4TO+20Lr3xSjTGt2iBIHrk1s6gGMWWtranxgW6jmhRFOfRUYy5l/t7LaBx/fF/S6uFoO2jQoyS0q3mMfRvt87MHLsDBVjSqSxVFURRledARArWKCQYaNVG38IMOQ/1ixuKJRN+aO1txGilx1kVEF3WqPzaTctozs8TXRFIUpTPppPdzsdrie/OG4lSTBbOiKIqiKEuTjthmpoYQEWIL7LcmkeUeA1Ecakt1lDMf7QitTzlId7vZAAAgAElEQVST0VO1jfE2zI/LrjIbYs/pLKn/7YXL1CG2ojQieFMsf7Uk7QkVRVEUZfnQWRbUGGHnsugm7o3TNUrTsA6JC43oZ5lHkRzZLSfm5ha10sZccQORWreljElo/zw3dNkjNZPMTPNVmVneIEzOdVxSKRvXNYgVe+6arUCtKAuJhPvd+LlFbUl7SLu7YyuKoiiKshToMIEa2w6lurhGzZrpLaLUJFCy8eoZCcfaje2cL5qvSNlS6ET2PQ3ic2tlzpee0cHewiIiuMalXC5jjItl2b6bYvh3qeJUOTS06qU6jU5sk6IoS5ub9/yq+vnqDWcewpYoyuFJBwnUIKiofrjhbR7Q2ILa3jafzdaQXEJDnOreEnGX5DhzEziNYruWH7Pdq8PEfrbCm1QwgOO63Hvf/XzlK1+ht6+XY47ezHOeczzr163j6M1HYacMKSuFiI3jgnHnJw5aURRFUZTmhMVp8F1FqqIsLh0jUAWZlU4IW1dnkKkNS+tiCoJ4Y5qJ6dB+sYvUGiXOTO6QVLMYYPeeZ/i3f/8id997L7l8gfHJMUr5HKmUzXO3nMarXnkta9cNsG7tEXR39dLd3UdPdx/pTArXcRbiYhRFURRFURSlY+gYgVoNBYTI+D8eXeQJ2UiChHLEFwQJQsIXdxIRqXET7OxF6swMXbV6jRgE17cgi7+5YbgtQYsEEatmUW6olZqJ3CYtkpCzsxrt5oj3u3KNwbZtntj6JJ/41Cd44KGHyXb30Nvfj5WxmZrM4rouu58d4l8+/2+IVeGSi1/IuWefx9Gbj8G2urDtlP+0zO73qiiKoihKlLi1dCbp1KqqKAtH5wjUKqE9QAPiaxjNZWze0h14rquotpuvwSq8Yf1hhLryJBCljUS0y1xXmK1uSTvrEpSAYJuip3fs4PqPfYytTz6FJSlsLEzFwTgOvb1d3k03QsW1yGb6ue+BR9m6dSdHbzqKF1/9Ek499UTslDXLBZ3qafUateU1ryiKoiiKoijzTEcJ1IVYGEYkZk0Nb0vgC2Gpi3s9dENz4/9fGonMqvm3lrpZScqhoDbJYVyXYqnEV776VXY9s5tyuYydSpPOZKlUKoyNjtLb20Ol4tKV7cJxXMbGJxkdmWSwv5/xkTG2b9vBH/zB2zjp5BNJp+bplVUFqiiKoiizJrCqqiVVUeafjtoHtd3NAkTE+9fuCLt+YeCG5xeKVlWI//+oLI2bjpP+NWNme6UKM7inHUTgCS2AcTtBeQneqyXYdpqdO3fz5FPbyBdKlCoOjutSdhz6+vs587lnMLhiEFssyuUK4xMTlB2XqVyO/cMHGR4ZYe/QXn56661MTk7iOBX/Nzq3a0xYiyzSfkskNBGyAFsZKYqiKMoyoF03YUVR2qejBOqsFjuaIdG41NrKqgtFIKZbBqcGLr3Bv/ZKbyPNDETqEtMhlggWgmXAxsUpFinkprEO+TXUpL5lpXjgwYcZHhnzjttpunv7OHLDkQwODgBC2s6yds16jjn6GAwWE5OTuJZL2S1TcitU3DIPPfQQO57eQblc9sS4tQi/rKpHw8wmOhRFURRFURRltnSWQF0MjOfSKwbEGP/noW7UAiGu/7N2kd4iS4dcwc0ZAXANTrmCbQk2hj07t1OYmgDXOeRyyvhTIdNTU9x///1UKg7pdJpsOoVxHJ595lkmp6bYtn07mUyGozdvplJxKJVKYAwpy8a2LBzHoVwss2/vXm77+c8pFkt+HPLCruPs6j6siqIoiqIoyiGgo2JQF5dOcAUNE1+2Zq5Wq+Z561ZDXmoYzzo9PjpCf3eW3u405dwEJVswlVVYqSzmkApxQQT2HzzIyNgYxUqZQqlMuVymUCxhpWwcHIrlEtmeLJP5KXbv2Y2Iobe7G1vE21bGCOWKA6bAAw89yIGDBxkYHKhe/8IKVUVRFEVRFEVZXDrOglqNL626xs5z+ZbMi8nU89qV+va2nd8K5fPiFWss8BK6jbbgWWKIge5MmsmxEaYnRnDKOcQtUspPelv2IJhD5LfsCUdhbHyUfD6P67o4joPBYKdsEMNULofrwt79+yiWCmSzGdLpFEesX0elXMZxXAqlMo5xMZYwtP8A27Ztry6UtZDitJOmbhRFURRlvtHYUUXpXA5jC+rhyXIQpoA3Q2AM2WyGsQPTpO0Uq1atwDVlpqfGcKw02d5BxLLxFPmhue6DBw6QL+TJpGwG+7rI53OUHZeKMTiui1uqMDI6huN47r3ZbJb+vj6mV6xgdGwMLKmGJBdLRbZt34bjXIZlWd5ki7ccNRojqiiKoiitUWGqKJ1Px1lQlx9xV93GrrtVW5/Mn9xYNoI0hsFgxCLT3Q2WMDU9iRGX6VKBXKnAg488zJ69e/3FhBYXz7pucNwKO3btZO26tfRkhLe89pVs7M+QrkxjuWUvVtZAuVBhfGwCx3FI2ylG9h+kXC5TLpewAcuA6xossdn21Dby+YK/fVLgpr7EVrdSFEVRFEVRlAYsawtq58RZJrXBJPw0ftzkwm720tDDeYlpHNd34C0j7Ns3RCptc88DD7Pz2QOM5xzWrl3P6697HZs3bfQWxlqk1bCM8dyLLcCUCpx09EZue+pBVvZm+PWXvIh7H3qMx7bvZv94rvr7xjUY11AuVSgVSjgYUqkMxoBrwHEMmbTNwYMHGRsfp7e3BzAxt/J29sdVFEVRFEVRlM6lMwXqfKxf1GSsHsS2mkXdPcOvTEjYRsb4VtNATosvIhfOdTOhBYjxmraUdKqL4GAxMpnn7nvv4aEntmFl+8l0DWCNTfLNb3+HN7/hDfT39mBwFu/ajIsYcMtFnnP0RoaO3kjWhqM3rSfTlWHFykFuufUuymXHE6B+yyzLxhhIpdPYtsE4LmLbGAyu6zI8MsLw8DCbNm5oYoeHpOemE5YF64Q2KIqiKItDK3faqzecuUgtWViC61wu16Moh5qOdPE13io+HY0xwUI4M2ioBOljeeTQ7zQp4Z8LvEbTfODdSk/uHHP8iVx86VU8/5KryPQMMjqeY2o6x/DoGFuf2sZ/f+nLTExMBjlb70k7Z7yYV8GA45Cx4LRTT8K4ZabGh8lYDhvXreSEYzZhmQoGB9c4ODiUnTJl41CslCn5CyW5BsS2qBiXslPhmWef8WNw/braZGHt8oqiKIoSpZlgUzGnKEojOtOCutwRU9uj1HRO/KDgab7OaE17GGNAhL7+QS677Eqec/JpPPr4Vp7ctoPb7ryTfLHEnXffy6qVg7zympeD5e2Du3DWafGFoDfl0N3dRXdPhmxXhkKpSMmp4BpDd9Zmy8nHkSvkeOqZIcqOi+sYXMvGsqBSKmNZFikrBeJZVI3rgFjs2rUb13WwJKjHrdbdTvsOxVSIt/CwL5F1axxFUZTDhrgQDayNYeuqilVFUcJ0pAVVWIDtZarCIXZsFlvENK1Hov+itVnVf0BNnBrxYiSxvDYdivG739iku/DLf/nXyHenXCY3MrIIjWqM8W4bw09v52Nnn4PruriOw6Yjj+SKF76Q37r2FWQsm3yhwOk//xE/+8Ud3Hn3PdipDMbf2sfb3mc+Ed+waarbzLiAlcowcffDFEolsr39ZLuypFIua1f3cvZDT3HCxtWs70+xaXUvRw70sLI7w9FHHMGlz7+IzZs2gOtQqZQQAcd12bN3L6VSuRZfHXnQDrUtvgkd3DRFURRFmSu6QrCizA+daUFdCBPeoq0fkxTdGWDVvte1QxpYltq5GUG+9m9cNBawsfPnf736NRQmJjj/9363euzjZ53NS//uI5z80pe2XR/APV/4Aj/7+4/OKA/Aex5+qOG5L/z6NdXzAuC6CBYr+vo49cQTefonP8KIMJXP89VvfJuBwZWcfNKJnqarroJr+K9Xv4bRHTtm3LYw77zzDt/1G3/dI8PI6Bjrnn8+d9x2N0e86HwQC9cY0imLdNoCY7jguccxMTFO1+1byV9yMvlyivMuvIS16zdw0w9+wMHhg5SdMgC2bbNn7x4qToUuMoQfpG+84x1N2/eKT39qTtc3F7znS9WpoijK4c7VG86sE3I37/nVsrCiLodrUJROoDMF6nJEDDWDdU0YJSScZQXtD/6NNFnJN8a+hx+OCMRyLgcwY3EappngjHP96Vuantt07rl8+XfeVHfu7De8iXe++U388+f+ifHefo751T2IWHzrjtu4a91a+np7wcBvfeHzABSnpnjeO9/B2a9//cwvKNbOwDJrcJmczjPx8BOkurswBgqFAikbsl0Z0mkbgPPPP4lstou9xx3NYx//Kke9+y309vWwYcORnHzSSdx373245RIvCQT009v45/MvQGyr+mv/4wcfqAnQwKLqT3gMPfoo/3Pd62Z1XYqiKIoynzSyMupCQ4qiBKhADSGNjJhzK9X7kbh8aSMxOleR2oYvZRsuzbd/6lOIFXWD/cT5FwDNhWPATIToTLn+9C2ceNVVvPz6j1KcnORTz3t+qD7BGOEftpzGm+/4JX/9f/6WI7/zTUbXrmPs3POY6O3hda95Naec8BxvS5iEW3H96Vvm0H7P+dY1hmxXNz/54F/ze7f+kF/85PtMTx0kZZfJdqewSAPw+M5d7N8/wvDIJM5VZ8HHPot5zWs459wLOfaYY+nr6aFQyPHNdetIp9Osy+W5fP06fverNyIm+mAltXvbT37CCVdcMctrURRFUZT5I8mCqiiKEkYFaoS5LyBjjPG1X9L+lPHqgtWK59GnWcIitUES36W3Va13fuYfI2JncmgIaC087/7c57j7c59vo7Gz47+vex2bzj2Xl1/vuQtn+/v5o/vvq4qzrTffxO2f+jR/+shjuMBvv/JaPrLzaS564H7256aYFLjxa1/nzde9js1HbQTj8qbvfHtObYreE+MvOOWSKhYwwKrVqznjrHP5+Y+/z/jYKCtWDbLt8adJA//9rcfo6Rugv38V2bRF/ooryVkp7FSarq4uUqk05VIZFxfXdTlvdIT+d/0hrmuwQxMNw089xcDGjXVt2/bjn3Dh2946p+tTFEVRlPkisJKqUFUUJQkVqAuAv7BsGwlhYQJu524GfvSb36w79tnLr+Cdd97RMu/Pr/+HBbWevuY/v8jk0FBVMAe85Uc/ZHJoiCPPPJOR7duZ2L8P13E4+aiNvPHaV/Al16WnUCSTSjOxbz9f+trX+J3rXsu6tWv8nWFcEMMjX/8GAP/xG7/Zdpte/9Wv1L4YcBwH4zqYL38ZANdx2Lj5eDYecyL33T/BA3c8ythUnjOAtf2rKRQK5IoHyVsuq/JFCg89yH/d9D0u+cd/YtXqVezcvZOKU64+V8PDwxhjMP7CTAA7bvsFx15ySV3bDjzxBCdcfnn7N1hRFEVRlBmzXGJpFeVQowL1kNK+OJ2ZjJ37ilA3/a+/jHz/9rv/GIBsX1/keNyl1CmVGpbplMvVPHPls5dfwXEJYizguEsu4Zb3v796B1xjOHNkmImdO7BTKVaMDPP0y36df/+v/+GNr7uO1StXeSv7Yrjl/e/nhX/+56w/5dRqed72KG71uwnPQJhg6xrfTVzAsiweDol8I4KVzrK2a4DU1r2se/BJjvbjec+6/5eRtjt9vUwMDDB9ztnkc9Ok0t5WM4hw0dgYT3V1ccTBA4gInkT1Ft/a8YtfcNbrk2NN467aTVkYX3dFURRFibDc3H1VnCrK/KACdQlgWTWHXNNKOJiQcEpYCam6hU8r/RETKRe89ff5tY/9Q8u2im3z4g9/KPFcfmSU9aedxnVf+p/E80/96Md8733v41333tOyHmhvVVovRFMQy2bPnr28/4N/zfh0jgtHhjGWzc5n9/CZz36O33rltZx60ok4lRKu43DWda+r7gtrWYIY41lYwf9VCIiFcV0s8QSiiCBWYNG0+dH734/18pfjfuc7TOeL/OAv/pTtt99ObvUayqedwqozt5D/7Bfouu4aursz2CmbiuMyMjLB9L6DjI0O8z9f/CJD+w/S19dHsVRg3egYW7v7WLv7Gfbcex8Yl03nnouIsOuuu3jlP/1jW/eu+U2bexGKoiiK0g5xkZokWFX4KcrhhQrUBSe+BUwgNoOFjJpHg1Z3Q2mtKEP1zS2WNrCKhi2d6045pa28lm1z6jXXJJ47uHUrvatXN8x7wuWXUSkW26rnrT/9CQD/eOkL20oPnji/9OSTuSllcedpz8UaHqYrmyU3neNzX/g33vi613LKSc/xrkO834tl1SYFxBehHgbjVrBEcN0yFadCbnqayckJctPTfOtVr6bn4ot46IknOB74zre/SfriC0lv3kC/cZiaGCNlvGt13Apj4xOkMhZTuWmmp3Jk0hZdqR4MDmtW9DPQ38fxd9wOwGZjcLY/zS9v/DI7v/s9/vTRR3AcF+O6M7OUNkQVqqIoirJ4LBdLqrr4Ksr8oAJ1UQkP/Oe+IFN92XN37d3xi180PV8YG+PTF78gMcb042edzYXveDsXvOUtiXl33XUXl//VXyaeC3jRn/95Wyvo9q5ZA0BueLi9eFcDj377uzzxg5u45LwL+db3v489NY3ruGTTGYbHxvnox2/gwnPPAeCjp53aosAoG975ZirZLsATihjD6BGr6ZkYA+CBu+9k44aNrFrRj3Er9KYN4+MjCJDP5xge2c3qNf0M7d3Gho1H09U1QKXSRbmcxraLpB0Xy3EAKJ55BiP5aUanpzgeuOXmm7ngguarKwfHFzI2WFEURVFmSzORqsJPUQ4vVKAuCib2OWxNDR+rWVKl7kN79UjYgpqgU6WFLj7moouaiphPX/wC/vDuXyaeC1bSbSRQAc747d+ufr7+9C2847af0zU4WD121nWv5Sd/+7d89oorecsPb2nc0JkiYAnYlsVrX/3b7Ni1i0e2PkkxX8ApO5RTFQTDj39+O5nnvRBcl8EV/WAc0jacc+ZJvOLXrmZqbISerm4El0olz3R+lP++9o+gC2xTxLgurisMvO2N7N61B7fixeSecOzRDAwM0t2dZWJshGx/H7093YyccgKSTlEu5+jq6uO000+gUMgxObGPbPZIjCNkUhZ9P/4pB668jLW3/JiVK7ro682ya/dujgd+dMtNjI8O8Xs/u4X+gUHEzoAEe6QGT4SZl9hfRVEURVkoWonUpYC6KCvK3FGBuliIicaEJq7gW1toZy6r+0oLC+pc1w1Od3c3PGfZNnd8+jM87x1vb1nO2352K5+++AUArD35ZF7/lRsBeM9DD3L96Vu44Zxz24pHnYnwOv5Fl9Hf38fvvflNfODDf8Pk5DSVUgnjGgyGSrmMlc+zetVK8sUCXakUYsPmo45g9aoeKI5RLoxjW4Kp5Fiz2tvLtJgbx3XBcQyQZmKiSG66QHdXDwCZbIp8MUdPfxY7bWEqDjguPc87i/GHHqCrz+L444/FcacZHBxk395J9jw7TRmXlG3BtS/HHDgAwOrBXsoOPLMrWLTJYfvWB3jOsUdw5KZjWLl2I5lsD45rcEMiFdAFkBRFUZSOZrm4+yqKMntUoB5S4vGpwbGF2Hpm7nz2iis55w1vaJrm3Q/8iutP31InUIOtW8L0rFpVtdbe8v4PcP3pW7AzGf7ovnt5z8MP8dnLr+D607fw+q99lbUnntiwznbdVr35AW9ho+OOOZa3vPnNfPwTn8KteG65pXKRYqlEdzbL1NQ0Xek0xq5QzJWwxbDz6Sdx8iXSlk2+UqJSKVIoeSsT5yYKlByhVC5jp3uYLpQZHh7jqJ4MAJMT49i2RVc6hXEcSsU8xoV8uUjXPVs59c+uob9vBX29x+C4ZU48aQPlyhPsfnocMd2krB7StvdcpCyb0bExMmlPHE9MTJIWm/HR/fR0d2FcYd36TYidxkJwRTr0iVIURVGU5U8guNWSqijtoQL1kGBC3r1hn9u4y29nMblvH5e+70/bSrv15ps58eqrq99v/qu/4h23/bxh+is/+AGu/OAHIsfe8qMfUikUuOHc84D5ip80CIIxDpdefBGTExN85yN/xwn7n22a6/Y77+D22LGX/8vf4OamABgbG8VYfUzlJzGSp1SB8clxNvetB2DHjl2kUjYHDhwkm7bJpFKk0ikKxXEwsHnz0ZQLhrTVR29PmlxxlBOPO5Zs+lmeeGwvrtNFd49njR0aOsDkdAHb8l5fp1xixXd/xV3fTd6j9tL3/gln/84bgstXFEVRlI5lOVtPNZZWUdpj2QvUYNXVltuzLDpxEdrq+0zLnl8+e/kVDG7e3Fbad917Dzeccy7v8QXq197mWVODWNO7/vmfueD3f7+tslJdXbzn4Yeqe6gmMdPYyvc+9DAigutUePFVV5CbmuKhRx5l39A+Do6M4DgO2XQX+UKejA2V/Agf+sB7WdFnM7p/HEvSGCPkyw7G+AsXladwjI2DQ7kCe/bsp2+gn5Ifg1pxXCzbpuK62I4FVCiW8zjuCGlg588f4OgLz8cSG9wU3ZkBvvf2D3DRR97ExHiOfUMT5IoWXcDBkVH8dZgAKBVLHHjRGbzsJVexbu0aCnkXK5Vl3YbNZHr6GFi1LnT1nfYeKIqiKEoNdfFVFGXZC9SOxsQFaKPFlA49b/zmN8j09bWVNpXNRqydO267LfJ9z/33V0XlOW94Q1tWWdt3Z02ibRdf4KOnbyF8n8W4/OYrX8G1r7iGXD7P3qF9bNu2nUceeYynt28nnxtjeLpEOpPBAKUKiHixnSKC66vE7r404+MlsIRyuUKlXKFvTS+lqUnvnqRS3j6pWNipFKVyHkyB555xIl2nncgDH/o6my+80E8DlYr3aropmzVrVvDUjgNMTFusAtZs3w0YMtkuL40xOI7BSqWpOIZsVxfpdJr89CiF0jSTuQl6V6wFPFErrVbKUhRFUZRDSDMr41IXr/H2q0VVUepRgdoRmNiuMwLMx36W80e74jSJuIC89jOfqX7+2Uevr4rVLb/xG3VuvvNJcHu9eQHvnoslGFwsW+jv72Xl4ElsOfVUXv6SlzAxOcH4+Ah7ntnBERs3UchPsfqIPkQs/x/88I8/DcDq9UcxMb2f8fEcBw+OMbBykFTKIu0L62w2i4gFWLhGQAQRWLt+HZMTk4hlcfv/+gQv+r9/hmu8NgGkM33s3PkYB0ZGyVc8QfrskRuxDKxfv44Ve/dRyefo3bgO24ZKxcHuNiAWlutgOQVMxeEbf/J3pAcHyRdK9HR3eeLadUL7uiqKoiiKstio26+i1HPYCVRBMIfKehRYTAOBFD1JJ1lMG3HTX/wvHv3Wt+atvEve+x4uee97APjOe/9kVvt1znr7FOMtaiv+KrfGuFQqJSoVwXFderqz9PYcyVGbNmLh8JFTnptYzDvvuoWbb76JbTtG6B1YyUmnncn2J7eSSlneCrxAJpPBtm1vhWYBO5WmUsnz6CMPc8Lxp3Dh/30nd7z3E/zg7e/HzqRxSmXOfd8bGB2fZvfuEUolIZWyAbAtm/7ePlzvEjg4Os4Lj7mYfNEgAo5bpDI1ws/f96FIO+8+dQvTH/skr73uNWzefJSfWy2piqIoytJBXYAVZfkjnRCb+ejDD5mFFo3h66x+NuG9R73PM70fjbaEqVmmAhEgMdfKsCD1t6AxVijvTCyoNaEh1b1QGze4XRn8n7/121z35S9Fa3JdciMjAPSuWTODNi4MSW2ce/racyDhOQVMNe5TPGWL4IJxEMvw9a99g7GpPF1dXTy19Qm2PvIgaxyXDQ8/ycErLyRlp0hnUl75ODiVHF2ZKZ7/vPPJZvrpzg6STvcy9MDDrN5yNLlCiVtvvYPdu8coOILjCrhC2k4zMDjI+NQUB8fHObhvD+99z7s4/9yzOXjgAJMTowguacshnYaewX6+e9Pd3HP/47jGpre3h3f/0R9x2uknVy21wfUpynLhpNNO7/wZvw7nSutV2ikoy4alIGrVkqosd25xb2zrb3Nn+ZEuWyT2D5aCtTRJyIll0btmTUeIU0hu49zTe5bIsPdrdQrAP+FZXAUXGyRNpQKZrgy2bXHgwAEGBgbIdneT6+tmx0VnUCyVyOVyjI1PMDI6yuRUjopjUS53sX//XkrlKRyTxzF51p59LOmuDPfccy9D+yepkKJiBMc1GNehp7cbLMiVSkwVXYomxa233cPA6o2c8txzOO2cC+kZWEOu6JDpHWBsosiT23ZQEaFkHEYnJvj4DTdw112/RLCwZK7dQPi5VhRFURRFUZTZowJ1wQlbUpWljwn9cwEX11+waPPRx7JvaA9DQ3sYGR5m3Zr19Pb2k8l0YdsprJSNZVm4jqFcrFAuGSpOF0ND4+zZ+wyu5JDUFKvX9HHP3XcxNDRGqWxRrrhUyiVsGwYGB+jq7WG6UCBXLOEYC2OneXzrU+wdGsIVYXDVGp575gVkelfz0OM7+Ma3f8jkdAkXKLgVSriMTE3wuc9/gV27diNiz+F+JE2+KIqiKIoyU27e86slYelVlIWmIwTqIYsJTSBuOVtYfNfexajPvzCVEHMhLsbEcxM3QqXicuyxJ3DUpk1YVpp9Q/spuxW6urro6eklnc4C4DrewkTlikO57FKswPjENDt3befJ7U+w45ln+Z8bv8juPfsYn8yTyxewxNCTSbF6xQpWrxwgk80yWXAwqW76V/ThOGUqlQoP3P8QmVQvriNYqRTnXXgxl13xMi66+EWsWb0S41RwKxUc44IYcoU899x3H8YSjFi+c7hEJHj4XyM6IUxAURRFURqx1ETfUmuvosw3HSFQO4dgoJ0k4+ayoEwD65K0M/xvxMzzqDhdOIyBnu5ennfh88G47N+/n+GRcYqlCoVikUKxQC6XJzedp1AoI9iUyw6lYolK2SKTHeSxx5/iuzfdzND+CaZzLtO5En19/awcWMHaNatYtbKfrq40IjA+NUUqk2bTxiPo7u6mUCiydes2piZzWGJjRLBTadauPYKXvuzXefe73805Z5+FcV2Mcb3tbGyLBx58gMsQQoAAACAASURBVHwuhzHGE6c1zR351/r6VaQqiqIonclSi+1cau1VlPmmIwTq4tv1pIm+CwvGJBtSJwzE5yJslYVARBAjHH3UUVx4/lk45RwH9o8xMjJFoVTBMUKmq5/uvpX09g7S3buCrp5eMukMU1MO+4cKwGoy2fUcPFjhwIEp+vpXsmLFCvpX9LNioJ9MNkMmk2JkeAgokMkYjjtmsxcLKxZYsP/APlzjeorZEt8J2eKoY47mTW/+XTZu2IBtWViWRcq22b9viB3btwMzFZm1SRcR0e1qFEVRFGWeUAuqcrjTEQJ10Vx8jfgr5Qar5DYaVAfxhZ0oTsOE26kcCiS0+rMxLrYlHHXUSq688jy6uso8u3eYnc+MsG84z/6xMsMTZUanS4xNFii5FmS6KUg3ByeFXXtyHBxxyFd66F5xBN39q0h195DKdONaPZTJki9VODDyDGtW2wz0GrqzKXq60jhOmd17nmF4bIRKpeKLTcENVh22LVatWslLrroSqTiInQHXxTYuB4aGMMYgIt4qxS0fp3jM6ewmTATfiUBRFEVRFhAVfIqytDh89kENbylT57OYMEoWEzrcwdah8AjfVP9Xj+/C6f+nzAue5bC2ra3BAp56/Eme3r6VX7/mcn78o1vZ/cxeXLcfy+7GNVApuRjjiUZsl5LjYlkWaTtNyspgjEOxPIltTWDZJSrFSSwxpMShK1XhuKPXcMZ5z+PIDSfy2GO72XL6CTzyyOM8/fSTHDg4RC6Xo6+/F8t4qxEbDK7jkrJsLnvRZdz2i18wdOAgaTtNsVBg9+5dUSf0GT8gs1GZuniYoiiKoiiKUs/hI1AjtDsCD/YqbRab2gkEZjJajPfDe68q80F1v1TAtlMMH3iGXG6KJx57gr4Vg7z4JVdw4MABnnrqKUZGR5ienibvlikUXDA2AytWYZWFfG4aXAsXC7FKOGWHdNowMJBl/bo+jtl8LOtWr+WYozZjcBlceyQTUy4H9h/klJNP4fjjnsN9997P3j17yOfz9PX3BQ2sCWiBgYEBXnDxC/ju976H47oUy2UeefxxnnzySbq6u32X4t7q1jPB3r3Rp2Y+RKVRbaooiqIsCldvOHPJWVGD9mo8qnI4clgK1LgBVUwza078mAo8JSDknG4Ex3VxcSkWJ7nsisu5466HeerJZxhYmeGUU4/j4iNPQ6hQyBXJ5UtMT+VxTYpcvsL09DQYl56uDP0rMvT1dTM4sILe3i4ymRTjEwX2PjvCjTfex+OP7+R/f/gjbNp8EiIPks32c+yxR3LiiSfz5BNbyRVyuMb4a3AZv6VCsVDk+zfdxC/vvQfEYrpcYGhkmNFcjq998xuMjIxiWcLVV1/Jxc+/CNu2/fhSC8HEYlRVXSqKoiiKoijzz2EpUH2jUNMhtvhbbtRW2vXRcbmSgBHvmenvH6Svr5d1R6zjyaeGGR5z2bF7kq3b72fjplUcsXaAjRuOoFSs0NPTTzlfojsrZNP9pGwL1ymTnyrQne5j7+4Jdu56BDvTx67d+yhXbIYPjiEywBEbjmP16nUcuW4dTrnMysFB0pk0qVSacrFEuVTCzmbwtjKymJ6e5j//47/Zvu1pyq5Dyk6Ba6iUK1g9FhXHcGB4hNGRYR5/4lHK5TIXPf8iwJBJZ0inUn68rb4AiqIoirJYJFl+1aqqLHcOO4FaNZaKUFsRJm4V9SLyRBJcfKXBljHz39JFqkeZO/4zIUI63cvGI49n27ZHyNhF9j+zA8dNYxB25IZ59ukRfuk8Tipl0dPdxZFHHMmuXTuZnJqmVHYQsRjo7WHjpjwrVgxQKg2QGy8ylYPu3h4qkufYY49n9eojyKS7OfXUU9i2fTu9vb1kMhkGVgxQKhb8bW8F1xhcp8IXPv8F7rvvAXp6+yhXSqQzadIpG1ssCrkCjz3+OMVikTVr17Jv7zP8xxf/g1wux0UXXYSIkLZtxLZwHTNv+wS3s32NoiiKosyVpebe24qb9/xKRaqyrDm8BGpkQBxfeVQa/Ax/XkzrkQrUpYE/mYHguoZMtpuxMcPwgSle9cqXc81LK2Sz/ZQKLvl8mUKhQKVSYnRsjLHxcaby02TEMDo6Si5fZHR0iq5ML0N7h9jx9NOInaLsGLq7urno4rOZzBe57LLL6O3rI2VZbHnuc3FcFwwceeSRYAyOUyab8ayn3dkuvvH1r/O9b38L0l30rcgzONCHbdkMruin7+STGRkZIT+dwzUuYgwr+vqYmpzg61/7Cq5T5sorrqJAka5sFttO1baxURRFUZQlwFKMQVWUw5nDS6BGtovxHRYj8adxF8bFFojhuq1Zt6XTl3RafhgvGlWEQrHImec+n1/edTuPP/YEp5x0DGnJsXL1IGl7kEw2g+saKo6L47pM5qaZnBylXHYolx2KJYfu3l5c41AoFpjO58kVHJ7dc5CpiUnOPOcc1q9dg2UJjuPQ09PD6VtOJ5fPYQlku7oxZP1FjgyTk5N8+Us3UnZcDBWmpqfJZlJe2oxFVzbL2lUrvcWQjCE3PUlhago7ZWMqDnfdficvuOgFlO0yGENXdzegz5aiKIqytAgsjipUFaXzOXwEqtRWWwW8GFTjbxESsVY2G3ov8LDcb2PYOCW+8GmXQG8Hu+SokFhoopZEI4aVa9ZjUit4+NHt9PTCc449jlJpEkkbHLcIRjAuOK6LuGVsKthpi95sN4iFi4sxQm82y+rBHjI9K5mcynP8iaexZt16urI93vSFCAbDwMAKBgZWeCJTvOfaNS6C8Mu77+GxJ7fR27cC1zFUimXGx6bITefJZjL0dHfR19NNRoRM2qarv5ehZ3bRP7iS3mwPbtlh9OAIPX29ZDPZ6n6piqIoiqIoirIQWIe6AYeW2AJIi1mvuC3SNDrfXpsDoTrbq7vq3146y5ytueRfL+fl/3ntvJV38g1bGp4789Pn8cm7Pj2vZbZCxNDTP8jBMZc7776PfSPP4lg5HFPCNRVc42BwufbePwcMqVQGy7YQW/B2dzEYA64Bx0Cl7HL2Wefywksv46hNR+FmXE694XSMiT8jBsdxMMZwyg1bcI3hxz/+Cel0mlK5SKVSxLgOlVKRyYkxhg/sY2pihJED+xgfHiKbgtWD/biVEk6lQsq2mBwf45pbXsV9e35FT09Pbd/XJnz8jk/y4Vv/tmkax7hzuseKoiiKoijK8uTwsaAmEZgZF93OKDE/3JiMrLZrbuLZSKgoZnaVu8Z3c9czv+SCTedXj7UrKH7ztFfyocs/2PD8/un9/Ox3f1T9/tob39CyzL984Z9z6tpT6o5/47FvMtA10DBfoVLgDy54R8vy26HZ9XvX/P8DntXblIvgFJieHmdwVQ8TuT2sXdkF9GAcG7eqLS1sO0PGtjDGUC6X/YV3BQsL14Cd6uKiiy/DlRS9/YNs+dQWPvNrn+anO27164Pgt3zpsZdy6g3P5W3nvYXvPvw9bn/2dsxmQ6nsuQCnKobuXBeWqZBJp8kYlzF7mGc3lbhjw2NUcOAagGFetv0o1q4/AribnhXdpDNpTvnYFh7+g/ub3qfP3P1PPP6uh5qmOe0TZ3BE33o+eddn+IML3t7iziuKoiiKoiiHC4evQA0rt0NCEGM624hRE/vZGAFow/IV5vF3PcTJN2yJCI1WoqMdTr5hC4/84QORY28///db5tvYvyHx+P93y1/ywDvvSTy3d3LvzBvYhOTrF/7tV//Ok8NPeV8N2OLgVsZ48YsvZmTkKXY8/QTHHLOJg+O7WT1wDCIWru+84BoXEYtUKo0xhorjgHFxTQUESpUKx28+BstOY4zFpf/6Al53xnXYYmEwXiR1yH398QOPYzCcc+TZ/OxXtzE1OU3FqYDjkMmkWNXfS49lk7G6uP2iJwGwXGH9eD8VHN7rXMctP/oprp2luKHEuvXrsI2N3ZXCqVS45Y3fq3suZsrJN2zhoy/+CC878aWcfMMWTl17Mpcd96JZl6coiqIo7bIcFkzSFXyV5c7hK1CrNJJt4QjO+Y7mDJVVteAml18VIZG8ZlGMvu+7+L1zFiNhTr5hC6t7VmNL1LP8BUdfPKuyAs741LmRc0F7X/T5q+rSJqVrlOb/sffecX5Vdf7/89z66dNrMpn0TMoEEnoJCQiiIqCiVKWJuhZg1/3trsqyusuuW767roC6Iiqo2KWKIjWEDimEJKSTnsn08umf287vj8/MZJJMkglJIOU887iP+XzOvfece885Fz6v+36f93to2cCxsphWFKREUHTDHUAGAZoQFJwktbVh/rnvXtCBPmBXTT7INcv3bmn+31E3EGgmoWgUPwj4zEPX05fv5evnfB0B3PDwjbzTvYEXPzu/eIKAqXc1s/LmZQg0vvrI3+GMdyh7OYGlm4RNjekzxjJ6Zi1VFRVcJM/HyedwHQcvWuC/eJCSkgSaJkDTcByH6ppaKvrK6c52A4K6eP2wLy9276+hn3/68Xs5s+H0wfJrZl7FRZM/MtivTXc1c+HED3LnR/5nr32hUCgUCoWiiEozozjWOSIEqig6Rb7flzGE3dd5HoiVc3+RdwciBY+kzuGsnv3nDY2GdJi4cfb13Dj7+kNSV9NdzZSFy3j5pucPSX0Aq29dsUe6k92F5t7E9b6PkzTdNZPVtyxjcHz60+aK/v72fK9/vacg8GUxMq/no+sayVQ3lZVl3JG7lp6uHOlML4lSg8ZxlWzasIZRdeMYP24qH3vxW/xi+j8QtqPI/jQ1nu/huDlcP006m0bXomhYnHzPGWTdLCtvWT4QM5j7PvETLn7gUvpDaRWDIn3hNQIp0TTJhIXjeXvKKnQN7MBjTHUdUQPatmygpqKE6ppqbNsmn8uRzeZgB5SWlDJ54iQ2bm0hGokwefIk6tfU91ujd/b1w1f9fs/xuGU5/zz/X7lgwgc4c8wZDH3B05ZuZ+5PP8APL/k+88aes8d58356/iF9GaJQKBQKxXAc7dZTheJ44IgQqO8V+xbCu5cfjIlyuJQ1e17NvtsfKftr5/3nu6/ezYzq6fzhyt8A8J1X7uQni3+6h6vvgaIJUQwlNUxOzpnfP4mvn/P376LWodbs4uMhpQ9IAj9AaBqpZJLVq1fx2quvUig4bC5tIRfOsXb9eirLS1i3ejVdnV2sXruSMaOb+FHsaaq6I1zpzKKxcTRLl7xEPpsq3oO+s91A+lyz/F+4a8JnMQIfywqzZVsHDz/yKIv+6g0kkg3dG/joA5fucsVT754x/K2cVvyz/WOdzHqyigs/cD5jG0eTy2XxAp+SeAzDtHDyBbZv2Qom9HZ2MHPGNFq2b2fyxLGUl5ZQH69j+27u0lOrmoZt8tfLf8s3z/3HnV0JTL1zJhI5aC0djtW3LCfjZGi6q5mFf/UqcSs2/D0pFAqFQqFQKI5pjhuBWlyrxz603O5WzUPhQzukTjG08eHqP7Kzlx5oxNWaWDULbiwGQvrrM27mr8+4eXDfjxb9+JBYyoJg75GQHd/huhM/AwiKKT5HJuKL+UAHG0AIiZQ+hYLDoq1vsmbTGt5euYJ0Jk0gJbpmsL7tHXwZ8KPF93Bi81TK4jqB71NXXUXbji18ODWLJ6a+yerUDiaaDdTW1WHZxUfPtG10EeD7kqve+ha3jb0C3SsghSCVTNLR3kWkJIFth8jnc0igOlbNczc8XVxGLSWgFV2OhYYQEAQ+XV1dXHbZJ7Esi5aPtTF2TCNTJ08mGrFx4lH+bc19LHhnyc4bN4t//qnwYygAZ8FLrOXOR+4bPOSRVY8O22fDjWXTXc1FCzfw5dO+OBgIaV/jHrWiyoKqUCgUineFsowqFMcOx41AHZHuE3Kn6+yhWnc66IK7Wz7TQb00sKZUDikXux80tMJ97Ds0DLf2cnfhcMXvrmF1x5q9BijaGz9Zch9Xz7wSgGfeeY6/e+prIz73xlnXcfPpXx7RsS9/bkH/J4mU+x7HVR2r+fivP7VHedP3dlom75nxXf556X8iPEG1WUUQCujq7iEUDhHV4wRtAZ7v8/byFVSUm4wfXUFDxVgKYzSeeeE1Tn21hqfP2MC89FTKykrRzaIifPCRh7j+2qv48LO38ZGKk2gwE4Qsk1UrV2CYcfp6Ojhr7sfxXJeBdyzt6XZm3H3C/jvh8p0fa6qrMTQd3/UQAm6b+ln+NfwV8rk8uUwOXehctPiveaj5v+lJpnj4sUc49yOXcMacuSzPrOUbz94+rHv2wCsYAazsWMWFEz84ZGdxjn7ltC/yxraFe5x76uhT9ih7Y9vCYcsVCoVCoVAoFMcHx49AHSlFs1T/F43DY9EcKkgHovkOaX/gJ/9+hNXhYkCM7stq+lbrsndl7fp/L31n8Lxzxp7N09f9edjjHnjr1zyz4Tnu//i9g2URMzLidirC5XzxjzezZMebvP75l/ZxpGBqVROrb1neH303TbK7hVN+fTk/qLucZF8vvojxxGN/wKv3OME8gQZnNK1tbVS6VWTbCriuT6FQwCsJ0OwQ3e1Jklu2UR3VGTN9HCeeMI03V6zgsq2lVE+rJhrRcDxgC2zc0sHDjz7MT0//Ei0tLaSzLhs3pmhtSzFuQoLG8aXkc534XmHQH7gmVs2zNzxdvHy5c8oKUVyLatoWjz36GHf/73cRvsfmj7djGDrZXBZBgG7oeNLHKTj4foAMJKGwBYBhmPi+JBwtIZPOI4TBWWPOoivbtUuveYGHoe36n49P/Pryvc6Jax+6kWtP/PTg958vfWCXeaYspwqFQqHYH8pKqlAcHyiBOpQ9rKeHQCAOJCPdG4cxyNHhoumuZl787HOD3+f85DwCGew3ANLugtfSLSojlcMeGzEjGELf634oppjZF/938d003dXMfUt+xg2zrxv2GCH7x1kE/MOTX+fqUDO9m4rpV1JL32F9Rw+b0y5uqAp9tIbveWQzGRKJONm8SSDBdbNEozHsSBSpC3KBzjMzVxYbyPcLr8nFPw+uXLNL+2+c0cYbtPGjFbtZoquB1Jv896iPI/0u2tq2UlM/DonEC3w2dm/qN74XownLYGe0Z8OyWbR+Mfmoh2kWIybb0RjZXB5DkyTsBJm+DJ2pDhAQjcWLkXsBTIOW9g52tHcxTWgIXUffuVB2kBnfm8Xjn36EieUTkEMyNg0XyXdAfH7jnH8Y3PfzpQ8MOx4KhUKhUAyHEqcKxfGDEqiDHAZxOlDHPr2Fjy6B+o1nbmdixUSqolWDZS9+9jma7mrmkVWP8rGplw57XtNdzXz6hKt54K1fHbJruW6IRW6A3ddJDgTmuW7WZ9B2S28D/WuT+4fgodVPcHE0TPfSt2AStL22kR2+oMMKoZUVEJrAzTs4rkvBdZBAVWUlVRUCoen8tuxXXLrjUpxAMuvFqWiZHOfMnU5VfYJ4aYQNG1ZihgwmTGrmCyt+AICWEkx5cxKpTI6CExAOxwnrOpaR47RTJmCYJbzzzipGj59FdV1jUQxKSd4rDLr8DghUkAg08hmHdevXoZkafv8tm3YIoevksmmyqTS6ZqBLEJpWTI1TyAPwaMt8flp4EHmm5KXet/kQF+/RZ99+4T85d9w8JpZP2KOvBxjOKvqntU/sYzQVCoVCoRgeJU53RaWYURzrKIG6B4dQmO7x/egSo7uzpXcLD618ZFh3zAEhOJxAbbqrmQsmnM8/zv36IRWoe4skuzsv3/Q80+4+YXg3UtEv6/rF6+bnV6K39MEkeLnJoz0ISJkuje3lCCFIpZLktjlIJPFYlLrqKgzNYGNhM3Zgk8tmyWRT5Nw8mvRZv3kjGVmC3ubziY9dSWt3L5957V9I/MYieaWDbhr0FVwwTfr62unLpLF0i5qqCp5dsJJtW7s58cRpLFm8GN2MISptDM2gqWpycVYJMWiED/wATdNp295Kal0vlm8SFOMc09bWQTBhIrF4nGwqyeruDfwuu4D1wa7ReVd0rGHiUzXkM4LPXH8dfrDrnP3jmj/t4p7bfwkjojZWM7IDFQqFQqFACVOF4njluBaogt28eocVlgcqKsWQv4dQkA6si93lEsUQ6+zhFb8dmQ4++POL9rpWcEvfVv72rL8Z1nL2+ZNv4qtn3npYr29fVEQq+OUnfzbsvgCKIo+iQPV3BJRpVUAXNW0hMn4eN2Ri6jqaL+jIdaG324Rsi8qSOPXVFexoaeX56AtMb5tGV0cXvZkUnu8RCmlsat/KOR85nTNOP5NXXlzC32/9AZVPlOALA+ji5PVn8OoFL1C3aByi3cDzfcLRGEK30EIlLHxrI109WWafPJPW1o3ErEraM+00f28/b08/suvXZW8u4cQpkxhVW02itJTp+mSm92znjpovohk6mm7yqWV/T/WSOG3pdgwrRDaX78/1WpxbX3v6Nh5Z9Rirb1nBu5lvJ9XPPuBzFAqFQqFQ7MqTLUuVFVVxTHNcC9Sig6cY+NivAQ/Mglq0Hu08Z890JodIqO5iptotJY2Uhz07zZyfnAfsPXDS0PWkl/3mCh688reD+95PcTrAUHHk+M7g54Ehl0GxA5+c0cF1K8cAULVN0BoIslEdt8rllLZmHhr/JFaZiZk3yJYlafPaWRZbTUBAbKtObzoNro+UHr5hUHA1AlnCt++5lz/HX6fy8UqkIxg/sYHFdJHO5Zj44mzWz1mCMdnEeCxMJBIil88Tj0UJJ0pZuWE7fbk87d09nD3nTJ791OM0jBqL5wXM+em5vHDjc0jA930C1+d//t9/89yzz9F2cRe1f6lC+j45mWTDhrWUlkSorKyiJBTi2pJLgYAg8EjlsgAsWbYCXwthGRLHddA0DSEEtbGaoji9dcXA0tf9cvuz3+IPbz/EqluWAfCzpb84BCOpUCgUCoVCoTiWOc4F6lD2pfDe7ZrUQ2xF3aPugb/DiddDy4FEWT3QnKnvNRt7NlEXrwNA9v8beAHwxvgerlnZAECvl8czKLrJCnByBWY8NZEkGaRwOf+8M2mqn8SZy6axdeN28rqLHniYAWjCREcnGqvmG+vuwo/71D/UQDqfpbomRMOoMhYDoVAE29Y5adnZvDn9VbxPJwkW1OD0OWQFlJdV0JdKsTXbSXptjrZ8O5u7t3POnPOwQyG6sl1s7NkIQhAEku3btvHG+jfwywJ8OyBv5zB1CEyfHd4O3twqOVmfTSgaQ2gage/R3d3OMwtehAlQkALLMBFCkMvmCIKAqXfPwNT7E6VKucsMG2oxHxh3W7eB4hrhOz7wrcFjzx07d/Dzv7/wX4dhZBUKhUKhUCgURztKoO6X9yfVywCSndFZdzLM912MqgcvUpvuauaG2de9qxQgR3rKkEUti3cG+BHFPC3fmn8Hn2m8lMYfbODWjxYtfgXLJjACJBCOhDBMg0gsQr4rR8QKM3P0FOrjNTiVKXrauohH41i2xfZt7WimRduETlY3thPJhkk8WkreLVAWD1GdEEydVM8jKdAx6OzqIpls54LS83A1l+fmPg/AmOfHIwJJNBamty5Ph9NDLpWld1WaZCLHYy1/4tyx83hhw0u4nkcmk2b+c/PZYbRBWfH2gnqJr0ki9RV0JtKknE1UvGMTK60AIJXsZe26t9HtePEEzcQwDAxN42HrYe777X384rKfccqok2j+/izuWPBtbp/7jWH7dfcgSRMrJu6yf0zpmP2ep1AoFAqFQqE4vjnuBKoYcJWVe8q4wX3IEbkwHhakQAgN0R+85/0QyNc/dBPfPv8OPjHtY8wbew5NdzWTsBP8+TOP7jPty6Hkj2sep77fyrk3TvnhGe+q7jue/zbPXP8XYECfSn657Fe0X7uI79/7RW59eAx3fnwLK64QlDwisC0D6buUxEIE1VWkerqprammqrwcw9ApLS2hvKyUXC7P+PHTGTumge8nii7OH1g6i750ju10omkelpXnvPMuxA9cALr6esj7Djk34O01GwiHwkRfraZkgs2WeRuoXFhKJGwT6RsFCEQWZDfo4wXduR7u/NB36e3poaO9nTXb1+AsdNDSBr7nwWyoaa+mojTOZ+ddSbZ3O8mO7TjpFB0tSXr6uuhJdlNSVccpcy7mN8vfIGyHaD13B07CoTJfwVOf+DPjGsbhBx7Lv7yEpruaBwXqV/50K5fP+OS7GoO9MWipVSgUCsVxz8A6SxUsSaE4vjjuBOog+wysO5xr7m7rPg87gwlE3qP2ivx0yf28tu117v/EjwE4bfSprL5lOS9ufom5P/kAvgxGVI9ADK49HAnDuQX/8ZqH93nOwr96db/1DFfvCbUzGZ0YBYCG4I3txRykZixGomkyq1/Yxj3235Gs9vnax+7EFz5r2cHLLIMqYCKsYhtPvb14Z6Wlxe3HjXcwfoLOXZmJZLJpOpp7eHXhQkxd4gUuZRUaF3z4fH70o59BKeTzWfqSGUrKyrAsk+2t7WiaTUkmSu0b0+hJdhKOl5POZaitraWvootVVStZlVzF7+fejy4lUTuEKK9kcXIRqVQSQ4NEPEaGLLZhUFVVS139ZEKN49i8binrV7xGV/cOtlQKnqjZAmzhnuWvUxfUEI1GGP3SKMK2yeiGUWzatIkxjWMIkGhC8IvL7qfprmY0oRHI4ICtn/+38B5e3fr6LmUf//WnKA+X8/KWV5Q1VaFQKBR7cGH9iUqkKhTHEcevQB0WuZfPA98PpzjdVYwWgy2999bTG2dfz42zr9+jfE7j2bx981sHXf/06mnDlh+oMHnppvkjqme/9UrJqfUns/bWlTjoNJx9CrEZE7jgU5fwyvPP8R+JL2JGLVauXElNVQ2ZnMvrr7zKRR+9mIbR9UgC8oUCnudRWlqObZikM2ny2RQb164mHC8jEYuwPShg65JzzzuT3r5uWtraoRQ0ERC2TEpiMdra2wBJxA5h6TBj+mQefOzPjIqUICUk+5K8M3kt89adQ9QI0OdJkr3dGLqJ6xZYMP85dE0ghKSstIT6jnqE5VJfV4Op24QjEcaMn0hnxwaMiM0lZ3yY9I4pzAAAIABJREFUf0jUgh6mrbOX9eve4YWxL7Nly2Ys2yIIAhYsmM/48eOorq3GtCxOHnUSq29ZwfyN8zl33Ly9duvu4zzwfXzZOOaOPYdpVVMH99176f8hhEZFuLy/5NhIy6RQKBQKhUKhOHCODIEqQEiBfF9/kO7WthjqA/zuheKA2/C+700U890cJj36/kjd4Rka3fdgOFSuxrI/iaiUkAwcpl8wB9My8QhwA49CPkt5VYJJE8ejYZBKbiURC5OIR9m2dTN9vb2kUknKyiooiZcgTAPTMLANgzGjR1HfMIFQLMr2ls0YlsfcOWfz0ssLSaZcxjw7Fl1IwqZGsrsTr5CjJBbFNkyEzFFTXYahSbLpDFYoRCHnMPPNUyCs4QYFImEbGbg4gQvCR9MgEYvjOHmqKytJZGN4VTmmNo3DcZK07uglndpBoryM+saxSC2E4xj4UuJkHWqqqxgzup621hZ0DQr5HGvXrOHFF1/gggsuIBKNYloWmq5x7vhz+5+P4ef17uM88P3CiR/c91gKUXw5szNulUKhUCgUyt13Nwb6QaWbURyLHBkCFYoilaHrQ98jsSr6XVblrus9RVE1D36XQxKmCqHtvbq9/KoWI3HXlcOde3C/0uWut6EYgmAgD2qxgzwN9KiNlBLpQargsH7NOhoa6gmHrP5x96ipLKe+thq3sox0KoPve4TCYULhEJZpYwiTSP0YZG0tQjNoqK6kNA7V4yrp6c2xaNE6unoCJCZ4HpnAJ/A9vCAgEoog/ICQLQAXITTyjotlWOgCsrk0Gj4zp04mGinDMgw8zydwPUxdw9INrEiUaDhK4LqEQhqlpRalCZeNGzfxxmvPk8sVqK4ejWFsZ0zjNBLxKkxdoGs2sUgUyzDRdInruiSTSZ5/7nlmz55NKBwm8H0QoAmBJsQeU3rYKXyg4zIgUhUKhUKhUOwTlRNVcSyyd6V1XDCcG6/c+Vns7vK7rx/N+9t/KHkv2zp2GTLS/S9E+pPOCIEPFAoFtq7bQKYrSSISI2zaxMNR6mpqCFsWJZEYNVVV1NTUEItG0WRAJBwiGo3gywDNNLHDYWTgMXVaE1defjVeQcMQNrXlFYQ1ie9lwXcIXI/SRAmGru+8EgmRSAg/8Elnsv2pZHxS6SRTpjRhWzaGLhBIDF1QV1OHFggSsQSGbiA0SSbdTTbTRbK3FVuTGAh6u3pYs+otujt3YGoS29QJWQaWoVNVWUbINkBKCrkc0vNp3dFCZ0cHmhDk8jkM3cD1PKQsCtKh28EPigQplfVUoVAoFAqF4jjlyLGgvpcMp+0GxKjst3QOK0739qt56P49YgMfwEUNPXZ/5+1rvaziYJCA0DVSPX2EfIMFDz3OnEsvJFKSoKq8ilw2Bz4gZP8bHtEvHgOcQh5DN5FIHD+AwGfDpvXEIhHqKutZv3YHH5z3QQqFgGQ6xeZtm3h2wcsYeojK8goCURTGBc/D8wNsO4wgROBBoeAQi4YImRZjGxsQBMggAOnhew7TpjWxdPFSbENHE+D5LpYp2Lp5LRUJm4qyak47dS7Tp+fI5pPYdoKK8hJsyyQQBp4fUF1ViW0Z5As5XMdBSEkkFMItFHAdB5B4notpmIfTK12hUCgUimFRAZN2RVlPFcciR6BALYqt3XN/yiHlh8r9d6ANOVRg7u4PO7AWdUQ/xuUwLr4judaB8wbOHWl6meHqVmL13bLTAihxnAL5VJaIZxCk0zz+0wcYM2s6p86Zi5NzcBwH27KR0icIAoLAx3XdYnqXICAAfF2nu6OdFW8v5pTTTmLD6k1EzSpiZQaOU4CqMqZMbKC2upoXXlmCCNl4QmKGbdDyCE0jCCToAtMy6evpwdYF0yc10dhQTxC4CF1H1wS5bIoJExqoqytHCHDyGYIgT2V1HB2PeDRGLuvSMGoCmq6RynRj2REMI4omTDyp4weCivJSIuEQvX3J4qMgJTXV1YRDNoVshmw+j+f5VNXWFMWxQqFQKBQKhUJxCDkCXXyL1iix+3YobTVit22wcB+XhLb7CcPXiyyuax1u2+c1Fe/zgG9TyCGbEgyHAoHAdz262zrQ3YCw1LEDjZZ3NoDnoesagfRx3AKBH+B7HpoES9MIclly2TTZfIaAgJVvL0PTAsaMGcvaZWsInDyWJggbJqYQhCyT888/j2uvu4ZEIgwyIJaIggDLsik4LgKBaVlYpkk6meKM009H10AX4LsuQeDQ27MDTRRobp4E0iHwMtimx7SpE7n4kkuIx0qorKglHIqjC5OSeBWGsNCkxLYF0YhBOGQQj8UwhEngBZiGQcgyaZrahG2Z5HMZsukkhWyawPNR9lOFQqFQvNco6+muPNmyVPWJ4pjjCLSgFtmblXSP8iMpRO1B8u4Dw+z7PDnUMCuPme46KAYM5aI/gvKAc3YgipF9e3q76WzZjlnIYWoath+Q7cnQ1dmKsDUKTpKQFUXoRXfYvq4unL4khWQWX8DoKVPo7ezljTeeYe5F83hx4QKy7T4lJVWMaxyHaVkIP8DWDBKRKHPnnMOEydO5+3vfZ+u2bVRUxunu7UTXdSw09CBPQ32UsrhJXXUC6eaLQZssDafg05fLEhEQStjU1Mbp693CjObpVFclyKclsUglQQCFgovvCTRDwzZj+NKlrW0LBcclGq9GM2LkClnS6SR1dbVMnXoy06c1YZsGTj5LyNQRgUuur4doaRlSLRZVKBQKheJ9RwVLUhxLHIEW1L0jGMaSKnaWD/fvQOod2XkSIXbf6LfyMkL1JwAN0b+Bdsg9c4Uc2oLYadw9tM0ctewe0CegKE6h+FC0bN1CvrsHXUAgPQwBuu+Q6WtHCIdMphfPy+H6BeyITVVtDWMmTWD8tCmMnzaVREUJixY/x7hJ9UQipSxasprAjpDK50ilknhOoRgtWILnuhBIGkeN5nM33IgpfCrLKshmclhmBF0zCVwP2xCcdcbJRELgFHoJggwyKKALndF1Y4lFEnR3bmfmrEbmzDuFcePGoWkWyayDNAIMW2LYYNo6uiHQbUkkblFdV4lhanR17aCnp51CNkPYtDjt1NM44YQTiUXj6LqB7wc4joOQAYVcklSyB+VSrlAoFAqFQqE4lBxVArU/xuouZYJh3IGHbCNiN5ff/Z8nh98GVOBImhQCIbTiNiBS9yOMD5TdPZmPHXF6AGO7DwYyC0kCEANzqxhFtq2tDa/g4AceBTePjiRh6NiBg3QyZDJd9KU6yeXTBIGLZmpolokdCxOOx9iy9R3WrVvM5GlTefLp58l7Fms2bKQQQCaXI5PNIDQNoVlIqeE6RZE6ecIkrrnmakbVNZDszWKZYWQAmoR4JEw0bJHLpmnv3I7QHEzDQ/oOkXCYeDTCrFnNlJaFqKmpYUxjEyefei51DROxY3GkDgUviysdAs1Hs8CRLm6gM7qxiQmTppNOpcimuznt9NnMaG4iHg9jWQaWbeG6DoYuCHwHp9BLIZ9GHEsuDAqFQqE44lFWQoXi2OeIdfEdjl2DGu3kUOdM3Xd9h8gMOZjrdSTScX9RhI835JC8tO+WgbkUIGSAhYbQNKQfkC8U6G7rxJUBXuBhITEDiOgGoqePIAJpUUDTBZ4srv81dBNTM7F1g+7WFt54+s/MPfU0Nq7ewI4tPZh2GflshtcWLqTivPPId+YoFwLb1wglPEQ6gxsIQnaYCy44nw3vNLDw9f+H7/hIKbFsg0g4jKmb5B2vGODIMnDdFN3d3UAIw9IYP7GR9h2bCNklaHqMvlSB0orRaLpESo2C30fIFoRjYVLZFLF4JYnyGkRgEvgeudxSqmoTnDXnZEaNrkA3bFwXBMVgTJYhcN0khUKGqtJKBp8HZUhVKBQKxXuAWm+pUBz7HD0CdUCPvC8/hPuDF8liAKeiQ+hhbEsxAg5mIuyMBR0KApy2LjKt3SS7e+jZ0UZBgLajCzfXhyEM6qKlJHSTIMiRXrWZmorpZIwcXV1bKS0pWnNN0yKdy7N6yWISGY0popyaXCX5LRlOjTTQli/QLSK0btrGKy8tYMyoerq7uyivb8SVUFkXYBbyxOMJwhGbieMmc9UVn+GeH92P77loCCQ66DahSAXlVbXoRoxCNk8mk8Lz+yirLMGyAnJZiW0KkqkdSM2jhGqgEjMUoqI6RF9PK3lXp6J6KqaZQPrguD3kMh2Ewg7nfXAeViigp6eFeKIc04yTTrtIwHGzCLJ0dbRhRUdRUlbX/7Jl1/49+DHac8yUClYoFIrjAyVC3x0D/aaszIqjnaNHoL7HDK5DHfytPSBOD/WP5IH6DiStTH/U3oO2Ih4/SEAKUQx2jCAAdCSRZJ7Xf/F7Ym6AGbHwk0nwPaq3b+OiSU1EMSCTJ6RbZDM6ARY9i9dSc2YTfnmUTCGNYdi4+TztrVsp9HRQEx1LT2sbyb4C46JlTBhdSzbwyUqfze072LByKyva0lhV5YRbuhjTMI6q9i5OmDWL3t5ePD9GPBZnzjnnEkuUc+d37sQM+xi2RVllA43jp1JZXoHv5sBI48kAz8/StqOPXK5AXc0Uxo5toC+9FdOS+H4KwyxBBgbRWCWhSLzoXiwsZCARIkfB2UYm10v96HoqCoJcIYumm3iuj+dlyaSSCJlDDyCXSRKLJMgle8kme4kmKvDlkOflfX2ZpFAoFIqjGSVODx4VMElxtHP0CVQBQh66XKj7aufwMhKX3d2PGQg9K9lFrCp2Y7gXCQLRv+hUIpF+QDSQbHrpNdz1GzFLSrBkmGTbdiqrKglCBlkZJmRH6M7liMXCSOkjfBPN8elcuJLGC05F2DrpZCe+69GzbRNTasfQuXg9lgPhkE5YgObkKbUthBliSvOJ7MhMYuW2bWxtS7Gxo5ct27rI57OEwlEmTZpEKpVGEzqmYXHS7Nlce911/OJX91BaVk5VTQOJknIkBoYZJVFWT0VlB1s2r8TJ54hGK6mqaiSZcghHysnlusnnOwEN3ShDN6PoWgiQCFykzOD7fRScbqLxGKVlpbiuiet5GLqOU3DYtnULqVQLuizgGQYRO0EknEDqgp7OViKxRP9a2v5+f9fRqPeFLL4gOix1KxQKheJI4cL6E5VIPUiUOFUc7RxFQZKOpVA/Q9ex7uuehgrRgcOHlAn1Y32kCIqBhqQorv01XYe1f3mGzreWQS5Nb1crWuCi+R65bJrSmiqiZQlKq8tJVJQQCJ9oRSnCNAgTJpGx2fHsUiosC6/QQ+vmVYyJl5FduQk/k0MIgwCJ0CWaLjFNiSk84rjMqKrg4unNfKBuDBXSprs3RTKb57e//T2p3iSB55PL5SgU8uTzOS688AK++c07OPOMc6iqrEbXdDShIYSJ5xuUlY8mFq9GYpNKFejpTWOYcSy7ilGjJ6MLj9YdK2htWUngJcHPg58inXyHjvbltLetQ4gQllmKaSUQuo3QIsTj1XT3JJHCx3NSBF4e2wgRskowNBNdBOSyvaRT3ej6u8jhe6Co6a5QKBQKhUJxzHN0CFQpBrfi6sGRC9UDSTfz7q5L223bX1sHej3DiNS91irQZHE7bPd8VLBnfxV1vYTAx/JcZMsOnDVrSNgaNWNqyGf7cAt5LMPAyxXwXR8nm6fg5rESYaxYhNKKckqrqhG6jS1jmD2CDa+/yfiGBkaVV1CW06Arw/e7z8cIhTFsk0Iuj25pSF0idYnrO9z6F4Hp5akyDZpKyglcH8+w2NzWyRNPPonr5cnn02QyKdKpFE8+vYbJE6Zw8uzTicdKh4ytAGHy4U88hWGMwrYqCAKLaDyKHwToWgmeU4Kh1YBvUcj20N25hpZtr7Npw2u0bNlEPqNjm6MpSTQhtHLaO5IEgUTXdLZv304qlcKyQtTUTiDwQ+haGJAEooDQXBw3w9atG9i6uZvnF2wY7OvhZt/9Pz+4N+L3/mQRXV3Zg6pDoVAoFEc2ynp68Kg+VBztHHUuvoEciMgyQovNEbYerpgWR0PKoe67I3D3HYG1VNC/TPYw0dWdA6CiPHz4GjlMSCGRmiDqS/JbtrH1+QWELTA0jZLaSlynQCqZxNQNcukMvmli2hZ9Th+u4aJhQj5JuCxEwqyht6sLL5unZft2Gv1ZlCXKWTf/ZcpFjHY/jh02CEdCuAUHL+8QipSApiERvN1loOkgvAKjbIOoBp7mgeWwdevbpNPzKCkpwwkK6LrOV7/2DHPnjMKwbDShI0WAH/i4bh7HLfD5G2dw+7dX8vVbq5HCIp3ppaysEs/10DWTvr48JYkKtm5bx+uLNrB5m8OmLQYbN5ts2JznzRev4sHHNtHS0o0f+OiaRiADMukMmXQKIaCmppbtWwKuuTQgwEXTLUKxCHpEJxKvYe2GFC++tIV5c8f1dzi7TOlf/WY5P/vFUq6/9t27HV33mROZOfsHrF5x88FNBoVCoVAojmGUi6/iaOcoE6gD4vQIUZvvCtG/jG7ACjySe9m3FVX098mhyA26O//xXy/u1fL1u19fzszmmkPe5uFABJIwkvSadax96ikqNTAtDRn4fPKXksZYJTeMeou66gakX6Ar3U1tYwMOvWS9AobQ0H1IkSJSW07ZmDA9GzKghXln22b6trZhl8cwtRpoAzsawrANovEouUwa3/WIlpZy+4tR5jY4uIUCfiFHfUkptaZB3iuQDTJU19ayZMkrlJXV0dw8ix/8aDkfuqChKJ7tEKec9RMcxx/2Hq//cl//p80AvPDnS/E8g9bW7SRTrXz5H7qoq/Z5Z5PO39+c5tbPT0Q36kln8vzsgeWMaQgz75zROPk8gYRoyKSQiCEljB9fy/fvXcVlFzmYUicWKkG3olTEqzDsBEL0DPQ0sv9lih9IdK04J//lX59n0WtfOKgxtCwdgFTaIR6zDqouhUKhUBxZKKvfgTFUhKrovYpjjaNIoA7Jt7iLNfFodGUVe/l8aGo8VDTNuBtgWIvVypUdfOLy39A0pZJHHrzqMLR+sOzMmSuCAN33Sa99h/VP/IVKU0PXIfAlhWyOa6Y6CL+PlJUiIlL0yTTtTjdl4XocAWnXZ82Gtzht5kmccfZZtLS0EDMs1robsYwK1rdtYcXacmoio1iwagJn1yV5tbcSK2eiaTqn1oVxnSS5TIZFraV8eJzLdxaG8f1GtFaTHbkYnakkiYoFjB1Xxrp1y3n5pUVUlNfz6J+28qc/fBDXcQhkgJSSxa9ej2WFMAyDwC/Q09dDX18vWzZvwrZsKsrKSMQTJNMpLDtOojRCMtPKD/8nAxS49os1TJ2SoSfZQmlZHDukEQQ+4xqjnHRimO6uHIl4Ak0rww5FiMVKKKss46tfm4+v6+QDD8wwz75U4LZv/X6XXv/lr98CinNm+szv8fZbX0bXiysJYiMQlQNzbl+ccvo9+9yvLKwKhUKhUCgURy9HkUAtRvAU4rDH791L80FxjenQ1sUQd2NgMP3Le4iGOCxuvfsSpwDTplWxesXNNM24m8VLWjhpdv2hv4h3zUC03uJwaEhyyW62rFpErFTHkBIZgJd1cJIZZkU66fY6yY5NkLZMHDtE57o+1vRuI1weRotHiNZVsmTb2/S93AYpl7AVp6yigkg4TFWV4OePN3Le1LVcMGELCSuB45h4nsb9qyv4t2gXJ1SVsjFlAzAmVMAVTjGIkgm6GbC6Zxy1oQVUVlfx7PxN+G4J3/r2Mq67ugEpAzwvwPEcAFLpDKbhYFk2UoIdilMTipJOZgl8iWGEsawIHZ19pLI2oUgV48aehy5StLdvAnoZVT8P1zWIJ2pACnzfAyHQdJuKqlpEIOnp6SUar6CkrIogKM7r6rrx9HZ3EC+t52OXlvLxj89GaDpL3tzBn/68httvmwtITj79Hq6+shld1+jtzQN7F59D55hl6Sxb8qVhRrSYb1ZK2b8GHYbLRzwSgatQKBSKIwdlOT14lOVUcaxxFAnUYowbob1HaWaGYzjxuUvZSK9pb7lPDyQnan8wmsNoQB6JJeorXzqNa659cMRWqwEP7cN53bAzG4kgwMml6O1tpeaEcdQZE9nw0utoPS5OziGXyeLmCiSTPTijDVJ+N7lMijkfuZAX5j9DTK/ixJNOJdfWR8mYMaS9dirqRzH33I/S2tVHZ2+OdCoLFPjs9ZOZVF9H68o19L6zDTtvcv/qSoTQ8H2Xm+cnePTDHfjJFJZlk85miJSVsiqV5+nNMHPGBHTdpjetEY3adPWEyPTNZ9t2yS1/1803byv+DyiTTqNpOrYdwjRNzJCNrumUlFXS1dFBoeCRzuYpKa0AoFCQ2GYVphHFNAtAL4mSSWSzDoHUSWVyCE1H122i0VKCwMd3XMrKTFKpLFU1El0rWkEbxzVhheLknQB0n1DIRgitv88ljuNw70/eJJ/3uP0f5wFwxpx7+cX9n+CUk0cNjk/TjLtHPGeEBBn4uG6BcCiCFAIfqTLOKBQKxVGOEqcKhWI4jiqB+v6zt1/EuwvLgQgxQ8t3P3e4wEi7B04a+RUdSr23ozXNtKlVIzr2K186la986dRdyj5y8QNceUUzU5sq+cz1Dw2WX/CBCdx950cGL3Y4a9eFH5zInd/58B7l2azL7FN/uEf5NVfN7Lfa7cq/fns+v/z1sj3K1zx9BkZVgq5Nq5F5QSGX428XT6bCrOIrZ+SIVlWzvPN1PvnvMb52jklvaweXf90ETuuvYQIlCZ1fNbWTTknKK0ZRXm4AS4lVjiJtaDSeNovS6go2v15sXxqwLll81LK9HYT0EJ7j4hU8/KxLzAoBMPOEZtrbe0FYvP32SZx91qskEmG6ut/GcWuYPLl43EUff2KP+xqOJx6+BF3X0TXBBR97lHx+59rV0z/w8JDjPowQGj/88XJ++OPlw9T09OAnwwxTWVVPe3s7P/vleux+cdzSkmTV6g5+/NM3+d4P3uCrf3Mm9/54MZ+/6SSkZBdxui/eWvIlJDD1XVhCV6+4Wbn3KhQKxVGCEqcKhWJvKIF6KBlUi2LPdDMHpCBHllpG9sdZOtRexVdc/TteeO7Gg67n2hseGkYwCFzPp/nE7/Pg765g+rTqXfY2zbibk067h8Wv7xpQZ/apPxxWfDTNuJtp06q47BPTkbLo/PnnJ9bwy18vY82Sz1HI9RB4OSxdsnRlO1MueJWn7oyQD3nk25Lke9P4wWh0zSCcMjDIE+t/LOoqq/je4zP5tw+8zKjRjdTPGkdQLvjQtQ7/90CBf7xlJkI38Lyi8Ismasnme9m+fgMi00tp02gA/HBARKb5xbwW8qkcoahNLplBej7CDQiHi+2Vl5Xz+sKl6P1z5aWXz+Cll4uf/+nr7bz66rNIGeEPvzqLRLyMeKIU3dQQwkBoGm1trax6ewWNjWMRUuC6BSwzQj6f4/e/OA9NOPT1dnH1TSt44sHzQdPQDZPAF/zvf51BNBrBNA0QUMjlcR0POxSiftToYkIqKQkCSSgURdcN5s6pJR6PY9shJJInn3qH73z3VeY/cwNCEyDhb/72LwC8+NJm5pzduNusHubFTX/RwFgLCc0n/QDH8XnqV6cjpUSzQjRMnII07MNuiVcoFArFoUeJ04PjSHPpfbJl6RF3TYqjm6MjD2o/A1Fqi0LkwHJ9CiEOS5TbYVoaIk535mstXq3O/pVqvzgVxa2Y9VUOfN1lO1y0t2cOuo5v/8cLrFo+vDWr+cTvc+8PL9lDnEJRmGQyDn6w8wb//Jd1VFZGhq3r+Wdv4LbbnwUEQgNEwFf/7klWLL6avu6tBIUUNhJZCJjaUIqmCe58ROKPsulLd5JJpUCCbpoU2jOEZYxJY5oBuPWhU/mPjy7Bl700n3cyoyY0UFtSyrInp/L4s2kCzSFfyCCCokCNRUKUV1YyYWITtfWNeHpReOoNYepPMvGqUvzV0pNxTY9CPo2mBwThAN/vj75bcFj3ThfoMc48600uvOBZPn/9FsLhgJjpEpYpAl+yYeViQqbA0DWEplP0vg1I9fXw2kvPk8/lQRSjRftSopsWdihCJFpKRWVxrbBh2oRCERKJEkrLSqipqSaRiCM0gesUcNwCUguwQyau5xTdeIWgv5OpqKikvNSgJK5RWWHx1tIdfOe7r7Jq+c3U1caorY5SWxPliSfXMf+ZG7j1q0Wr767P4VD7vwAhEFIMPjEgmNJ8N6Pr48x/6FxaW7YSeHmECOjp6mRq89388x3P73siKhQKheKIQonTg+dI6sOBazmSrklx9HN0WFAFDLW0aP3r4YrhUt6n9ah7YeeP76IpSAiQcqTpZAbY1YI6nKQdCAB09BmQivc15+zGvR5RXx/njLPv5Y1XPg/A1q192PbwU7WuNs7qFTfjIzF9DzOdAqB77Roi1aVES0pw0jkC38ctODz/+1NI922nb9M2sl6BQjYNAjQBfak2SqK1NJ1xAtzbwg/+3mJCYirZTJ58spvtq9/E8j3sSAmQoLSQpyvnEYSKwY80I0dV1MIIdDZ3J4n4O6+5tL4WoQt+9c1aLvsnne/Nfo6KmlIycRejtBjdduO2Ftp7YMy4OJqRpbQ0wY/uH8N//uM7dLUXKElMJpCQy2U450N/3EvvjeUPf3oNgJCt88c/fBRNE1imhRCSn/9yDQAFRyMUsUDCOxu7ueaGkbkN337bPD591Uwi4QgVlRX86N43+OMTW2htzfDpq2fy7//xQnFuCli8ZAdTJldSVxsnm3UBCPyANxZtH4zsOzCDgyBAygCEQNc0WttTzDvvPh783eVMm1hCX8cOakbXoyHI5nJUN8RZveIWmmbcxSOPrebNhX81outXKBQKhUJx6Liw/kQlThWHnKNDoO4m7oYK0vdVnA4E4hH9EWN3sQ7124HEgJDWkHtEddl3btPdvYR32b/b3yONT102fdjykYzWH357BWfO+fHg9y987mT+985X+dSVv+P3v7l8l9pEsYMxggArnWPHawv52ZcrOOeqxfzw307kgx9MkM6kwBMUCg7ZXI5cxkPqMUSJbklVAAAgAElEQVRZBUGvh9anIwxBZFSMprNmQqIoniLGm2zenqNlw1ZmGxY6AbUVNaS2dwEJNsx/GbO+Hq+0uDb01AuX7HYnZvFPIFmz9G22rFiHoS+mseoibl8zj0euiOLaOnkjA0iWrVqD0ONYto6UHk89PZPPXNFN6/YeqmrG093ZDVSTTPcAlbz5+k0ESE467Se88cr16JrgpNPv41f3nYFlGnz6plfwAw/pQ6BphEIh7ntgNQBlpRHOOv+3zP/LZYyqj/Ly/KvwPI9sLovrOjz19DaWr+jla//fTCoqqygpLSOQxTXSEokQGqWlZdx73yqap5fzm59fRCgUQtMEd/z7K8xfsJmXF1wPCAqFAgDZbBbDMLj+xod54GefIJASz3XwPB8hBKZlgpRMP+H7+H4xQu9ll/9uL7Nk0eCnXM49oKBLCoVCoXjvUOLl+EC5+CoOJUeJQD10DHULPmhxK0Cg7VLrThEqdvm+s639R/0dFJ9D17QeZUyaVDFsuQDq6uL7PLe8LLxH2eoVN3PHvy3YJbDSVVfM4J//aR6alBjJHJ1LlmNs7aQpyPDClww+9C9vkb2t+D9GIeCbfz2O6eN1urtSpLozOJV1pNqTmOEQvpGjunksy1YuYsvWNcC59O7YTtgoZ+yEZvLSpW7CaOxYGemOLABGd4DUenHyACaL7x2Nv74LP9lDmiRlJ47h5C/kCYVtyv0K8oU0mzas5cZZz/LNBRew0RjFhNEh1q14Hqhk45ZWEolJGJpHT1eCnt4QPZ2v0ulN49nXS/jkRcV2S0qL7s5Sgh94QNECOfBGQxMCXdf777uYmiXwPZavaOXM0+p45fUd+J7HS09fztkX/I4Xn7kCTdOwbBs7ZCOQJBJJTCuNkD6B7zL4MqDfM+ChR1fytW88zSsv3IQuCnR1deE4eT73pefx/YDHH7qEnp6eotsucNNnm/nAhb/kiceLLxgmTozR1dWFaZpYlkUgA3LZLJ7v8+LzVwPgOA6e52HrGroGne2tXHLlSzz0q7OZPvME5JAVCqecfg8nnvR/LF38xX3OLYVCoVC8dyhxeuwz1MVXiVTFoeKIEKj7sxYe2saGyEk5cpE6XMxdZP+6OSGQUvS78w51z91trd0IFo6K/jwsA07BB7bS9tBw1RXNPPb4Gi756JQRHd80427+938+xIcvnDSi4wfyYh4ot982l9tvm9ufelbw3TtfYfL07zFxbCm//1IjtLaj5zykIwnpGg9f67BNz+DVlFI5bjKf+5v1dPe4/OwHJ9OeL7Ay2YHfW8D1fXxAD4VpXb6MhFkUgCWxetrbummcMBbfFKSlh20GmBUlABiBQTxcQ6iQA3Kk1yaJEiMw8xTcLnIyC2i4bhZP5gmVRMEwiJbX8eS9o/jNMwXGNpZQUlIU8y4aIgzpVAc7WmYD8PKiWUyd4HHm7E5MqwwAXRtwl80TyKJICwIf3Si6CiMlvu+DBMd10KSGoQluuvk5nnnso5x/yeP4vo+m6zz6u0uxLAvX93AcBykDTEMHGRD4PslkD1YoRFlFZbFqQAYBF390MhdfNLkohrUIlmVx+jn3c8LMau787/NACIL+eS8DyXWfnsGPf7Kcr9zyFDXVEQzdIBQKDQppGUgwTcJC6/c6KArUQj5P4Ht4vkdZVQ0AlbV1xbWwQx6nha/tGlRLoVAoFO8vSpweHyhRqjgcHBECtWghfO9cdYeK0pFaVPclEuWA66Pc35HFVvbH++2++83b59E04+4RC1RgxOIUii6Z+2Lhou372NvfK5rgb28+nTu+cCrVJ/2A7rWChPDJpZMUcjl0y0ZIl8B0SYwvB8PmqccuY0dbFxd/8mm+9Y8JWpIZvFyaguMSDifYuHw5FDQCtyj6UluylEYq8FMuhhkmYscQQI+eBuJEm8txsjm0nANASAsgLnH9ACFtHM0HNKTQybsuvYU+SqaMpnb6VGK1NXzja42sWrQI0wwBBWyjHBlIpOcztu41GipyTJwwiWjYxndDFApFl+FQtPjYnnzWA4O9cub/z955h+tV1fn+s9Zuby+nn3QSUoAAoQsoKgg2FEVFHcXKqIigMtWZO/PccebOM/fOFUvsbaxcxkFBURQVHFB6J6GF9JyUU99edlvr/rHPOTlJzglJCHCi+/M8b/Lustbe795rJ/u7fu2cH05+f8f77472c6KkXBr48Cd+z4L5GcYzKtHT10sYhEhZp9ls8MrX7C4HNJXbbt+xx/JTa68cd/WNUJFiJZVJ47ohK5b3cubLd5/LkxNutxre+55VfPd7j/DU41dFseNaRwnPhJi2upKZMkmnUiilCMOAWi2KL+7rm0Oo1Kx1b4+JiYn5UycWpzExMc+F2SFQZ+B5t6xO7XtacTm9kJ3cOuO5HfxJ72tcffFfv2/59XpefcHR+93nmOMPvl7ls3Hp+37COy5ZObm8R3yh1iAkUmlSXsjA/Y8CcM9mn9cuMVFKc+6NSW56xRie1LgdkoS2mdu3kKHRMjsHBwHYum2QsWqNYlcB6Zr4bsi6ux5n5emrsK0oppS6RKIxcxJHJAiqAdsHtqNFCGTpP/Uohp4ZpLK1BCQYc3cgskn6l/Vh+Q5NNxKuqUSWTLJApbOOSNkkcmkSWpJsK7IthQgdwCVh52iFitAP8YMAx3TYtX07hXyOjs5+lDIRhEgRicy773gThlng9LO+w713vgcp4LSzvscnPtxm8ZKl/NU/bMcyJZ0dXazfWOHR+y7DsaOETqVSmVq1GllNgV/e8DryxQKdnZ1orfnRfz3KHb/fwOUf6Cab76Gzew7ZXH6PSZjjTvzSPvfuglct5u//5mX7PhsCvvu96IXlS1+5jys+cjq73Yb1HsJ0uvq4U1l27Odn3BbHocbExMTE/CkQu9TG/DEzawXqhGB74dx/xfTGTRElhJn2FLSYtpTjQR9572y84oV3692bRx68nFWnfIXPX/PaGUXqWy75T7Q+eFFw8kn9Mya1GRyqA/A///GVk+v+5dPn7d5fRK7UiRBKa5+m+cxmAF6zwiHwPYQhAc3PN2pOmtsif9TxLDj2BEr1NmPDJXbsagGwYf0mioVOdG0EIQS1sRKpTge37kEmcpWdO38BXqOGg4GNA01Be1eDdGc66mP7erQMoD9yU80d24VVTDBWGyVs+TAem+pVXcwui+4FPZgdnfijZfxNQ2x5YACr3sa0o4RA7VYLI5eht7ufDc8UGBrpwg+cyevQ0+lzyRtrCJ0DYHRkhN45xcntE8PwsUcfoq+/B601vtfGMCWP3PMBmo0mjXpUQsiQkr7eXsS4i61pmUjDQGmNDkOCwMP3PcIwwDIt6rU6tpXASSQwDROlNWse+SiWaSCkRCvFipWrOfXUudM+DitWruasM+fz7W+8iRUrVzNvbpaL3rBi2vERjYs9n4AJ74ZjVq7mqbVX8UJ6XMTExMTExMxGYpEa88fKrBCoUeqVSCBOiNHxFEOT5VSef5Eqduci0gKEmjwztNj3dXhi+0GXkDkySDgmT629ctKa9Y5LVvLJj5/J6FiLz3z2Lm69bSNwaBara7//Vt7w5mtZsXI1f/e35/Ced5+IUprXvfEHbN5c3qd+6lsvPpZvfvtBVqxczT9/+jwuuvAY2kM1/mn1A9zwQJU3n5BC2QIhDKyEw02vG+ENN3diboevX3I8FT/kkcd28bnPP0mp5PPSs9bS0dVFtVqjqSRBqLBSSXLd3bR9l1SmA4AwEyJcn7GdA8zp7aRUqtCT7adVLgGwfc3jdC6cS7IYJX06+0Me4I2ftTV5/n61Tam5Ax169Od6sPwkalOJpHKQyma4Fg08S4VYwmfLhsfR6kRecfoWDGGRTmaZv3Ahn/tWElsMsWO7AHKYViqK3QSEkFGZFmDl8adQzHcCNTyvRWl0mHQ6Dxr88Yy6Y6OjSCmRhoE0jUl3W600yYRDo96g1WrRbrtUqxWyOZNSaZRsLk8qnY6y7pomoNFKzXiva3WP017yNd5xycrJSYeJcfX/rlvDdT982wwt93ym9parMTExMTExMbFIjfnjZNYI1D2/jJdn0bsNlC90IqVJ2TyeBXXi70m03POE93hpnipaj+yX6QkB+ttbN/LJv/wVhXyCd73zBL70hdfP2Ob737mYZNKacTvATTdEmVp/8ct1XPq+n9DXl+G6H7yNwnjJlr351c8vBQRf/tr9vOcDP6Yn53BWX8hffiSHmbQRUoJpIhM2ybk9XP9XOea/6hz+7t/uYuOmMj3dBn/+3iyuW6LeOhotogRXWVtzxooW/WGI0epGqyaq1eD/XLqThmoSGi4t6VFrVLFsm3qpQqtV4ZsfDrAyDlbaIjB8wOa2/5LURqv4w1XCoSbBmM+7fngMQgukr6ntGmWLX+PugRQdCZ+kodky5nPtWpcrzt7G3dslKSsBySQnrUpSKmWQIkEm28m1P00xb47BsmNOJJdNA8N0dvZNeSY0lhld87Nfei7ogLn9Q1TKoyRshzDQOIkUhUJkcZ03fz6lUonrrn+ar37r8Rnv03suXw+s32PdYw98CNtJPqsX+ulnfZ1q1eXOOy6js2PPzMwTInWqJf3ZXHsnOJD9YlffmJiYmJg/BWJxGvPHyKwQqFOZSfK98EyUiYm+7z8B0nRW1IM9+xfbqXf/vOq8xbzqvMUHtG9nZ+qA+339a5fx+tcuO+D9P/Lh07n88peQDxSP/uB66juHyBoCaVlIKdGGiZFKctqFFzDkaK64YhmjwyN4rk/guyiVRwnBWKWCZdvM6VzOiv4+tt1/P71zl9Ie3cbOrevI93n46TT5ef10mkmUp3FrVaTv43kemayk2NOLH3gELR/oYmRkABFa2I5FqpijXqtwzpI60h3DTFqkk3kcr8pQuZtR6aO1z4Is3P2BBPeN5fjvB3axY2gX+WySNQ+uJZvJ0dWbxbYSaGz+5R+PQesAqUNgGFSUcfehu9+LAEypeejOd3PyePKkX/74FWzfvoVSeZhUqkitVqdSqQBRYq/uri4+/tEePvmxV6DRKBVl/5VSIKXGNAXVyhiNRp2R0TH6eueQSKapVUp0dNsIISbFouMYPHTfRybvk+uGWKbcr1B8au2VXPnxm/dYjomJiYmJiYmJ+dNG7GEVfJF4+vG1056E0vqFs5pqY8rCoRx0JjfHCTPwhNvwvggd1a6MeXaiKyhIGSY7b72LwT/cS28ujZ1OIZCoIGTUULByCdb8OTSaLRr1BvVmEz8IsC2LdrtNuVJGAUfNXUBfochdt/wCXdrGyqO6GXpmLYY2cPqLiEQSy0wQlOoI1yWRz9IYLVFrlSks6cHJG3iGi51xUCogaIHjW9S2jDD2zCA9c5YgpUV5aIj6SImO3AKWLliBLQz80EcFELgNRi2DX69dwyPlEp4BvV095NIZMtksngo45/xzsRwLy5Q4tsnSpUcjhURoE1D4fpsw8KlWyjTbkdhMZR3q7TJjpRHm9C3GstJoHU22KBUitMY0LQwj6sPzA0zTIJtJk0ymME2B0j616ijDQ4P0z5mPYVgkkmlCYWDbNoZhTxSTedHGREzMdCw/bmX8j+pz5Hz5tvjBjjkk4iy+LyyxFTXmSOE36r8O6P/mWWdBPRD2SSo0A5oDdAseryU5pRWT8aeTy9OeCftaT/X09U4PoAZqzLMjEGgEXqiYf+wytj9wP4HnIi0b27axLYsUCrfmkk6lSKTSpNIZsq5Lo9mgXq1hmia9fX10dnWRy+VIJ1O8+YOXgVviiT/8gpqVoDvdAyUPVa3htkokEgnaoU/oWDh2J0mjCDvb1J8s0Uq6LDrhGBrlMu2towTaJmV1kuruJplMMrJtENtNU0hlMFQKqaLswI6WCNMglBnCZpsLlq+iY2Abj40MkLBNMpkEXr2KUJqxLVtYcfwxFAp5HMemXS7TbruoUNB2W5iGIJVKkLQdKpUy7bZH22tiOSaLFy0nlc6TcDK4bpT8qNVyCQMXiErhWKZBZ7GIY5uURod4ZuMzBKGPNDSu22BocIThwSHmzV+AYZk0XI/RsQrHrVxFodgZT7DExMTExBwQU8XUdEJ2OrEVC979s/f1iQVrzJHOESlQDztC7SVSp1m3t8DUzyZe93O4iQzFU/6MOXAEEGqFSjtYnUXqW3aQMU0s2yTUGqnB8TSWFkjbRhomUkqUClFBiGGaZDIZMrksCcfBsWy0UiRzHdjJIplUD2aQISkFjeZOZCAwTJOsTOFvbuC7LYRQKEIs08IjpL6jRmO0QbBLYTomMm0T+IpSuYqqC7LZAu3QQwpBq15Ga4FEEAaatvLRGGScBCcvWoApXEaaNUqDOxBAce4cFs/tZk5nHiklrtuk3W7hewFhqEikUmQySUBTqZVRyqfQUWBoZCSSn8Ih9DW+CJDCQCsi62fCJpFwEAhsU1IZG6Y8NkzgtqICp2FI4IeY0iCdTrNj+za2bdnI4NAgT2/chJXIcvkVPWQyWSzbiUdyTExMTMzzIiZfPWdVLFIPgjhxUsyRzqwUqAci+aatCHOAbadlHwvnVEvq3kcVu5cP8a1czIJSMkcak3bt8bKZyrZYcOwKtm/dSag1gQ4xbRuhBYQKESgSWQc/CMB2CMNIUNq2jeXYJBIJHMdGhQopBcKwsew0gSsIXIU2E2Tz3dSHd9Ks1LCsFIZh0Byu0KxVaHpNsBKIgk1psE1Q91B1hQyGSCWTWFaSYncPKpTUK2VIWyQSaer1CoaVIPA8TDuFFDJyvfV9MsLghIXzCQ3Bzl07SBbz9J+ykmJfJ+1WDc/3cT2PUIVopbFMG7ddx/ObaK1w/YBGK6BnzjxyXT0MDg/TckMs26DZbGE7DtlcDsMwsG0Ty5AM7tzBjp0DSDSWFFi2hR8qDEMShIJQhaRTaRbOX8SmTRs5+aTT6Omdx403/oy777yTY445jsNSbykmJiYm5ojnYMTk3vvGourwEF/HmCOdWSlQgYnsRNNvmkbZTWvgPLgDHmyDQ2q7p/U05tCIsir7UtC1ZDEjfY+jmi1830eYJiARvo/h+SRME9O0MIWBYUX1O6WU2I6DNCRhGEY9avBDRU//fErFDbCzQaNcJSEBTJq1KpajcOsNWvUSCTtBZ64bu6MXlbQQpkTmJHgK/Ca14Z00KqMoL6DerJKfOwcrmaWqfaojI+hEhkw2jxuGSC3QhCAlUvvkDRtCsLNFrI4ihilpt5pgWQRhiOu30VojiUrLaAVKBViWhWWaOEmTRCpFttBFKpun1WoihcBA0mq3EVJQLBSwLZORXTsY2LielG1gGQYG0Wj2whApJFIIAqVAK7TSdHf38vCDD3PRRW8iYSdZt2krKlSYEmKRGhMTExNzsMRiKiYmZm9mpUCNcgqJ/YrU/bblhaudOlkL5+BaxeyXKRbqfdZOJM7SBIYkyCRJLllA7cE1JC0b7Sssy8BvtvBGyyS6OxGOg2UlIjdfdFSSRgAqEnlogdaKwPOotzw2b92KM1DCDAQiDBF+gNdqYSVCDK3JFYtYhsCwHJxcFmVa+EohhQTtIS0H3ZEjW8xjGA5OM4VOZzC7eihXh8l15CmPtTAcMBwDQ2sQCqV8lNJQVhCGaOXiZ11kqPFdD6kFXhAQqBDDkJimiRQSJTWWYSKExPddUpliVBPWtHDsBLl0hiAMUFoTBAGWZWPbDspvMbB5I4byMRHYRlSmxg1DlAoJQp9ARd/RGqUUqVQapQRh2+Ok446lWmvSajZI58w4DjUmJiYmJmYWELv4xhzpzCqBejBydG+L6d6S5vCJ08NtERLE7/GHD98QFBYvoHTfGlqVOrlOEyENJJqw3iCoNTANCy1NhGmiBVFJFa3HJzMEanwixHGS/OIXN6GrJczSEEvmHE3StvCaLZz++ThOiiBoYZvQqpYIfBdDKgrFHG3XAw1GJkXgV/H9BradxrQTiIxLxW1jmxYDpREWdM/BspKotqIQKgw3xCcgFCGhVhjaQmgNUkMQIgKX0Bf4YQCmQ8KKrL+GIQFFiE/bkximScOrY7Uddu3ahdIGqXSaVCpNwkkipaDtevhBSNt18eplGrVREobA9zRCKQzLjISp7+EFQRSKOu5OHCUdM8gXOxkaGaazmGPJkqPYtXMnywrFyWsaExMTE/OnzYQ4ms7Vd2JdLKBiYmJmYlYJ1INlppfhwyZO91DBe2fqPUzHiJmGA58U0IZBqr+X7mOXM3jfo0hRJV0sIB2JqjYI6w2MXBZME7Hbvj7l9mmUjiyEGoPeOXMolcfwkxKRTKARmAkHaWhMS+C6imRHB5ZtI3RAq9lkdOcAoYrO2TAMpAUYNoaTxkg4OLaNGYaMDuzA14pyxuT4M0/HH63jbh+jtmkI0Wxh6wDTCPG0h2k4hBpkO8AbqyIEqGQSy7awHAdMEw2RmERiOEmkofGaIwjVwrI1O3duI53JkUplKBY7SCYTkajVGt9v4np1fL+FDCU6DPBNE1pRKZ8ojDckVAo/8AlDhWFaSK1IpVPs2DVER2eBbDbD5k0bOPaEE/FcD+SheT7ExMTExPxpEVv5YmJiZmJWCdS90xG9YDVQZ2R/L9rxS/iLjQC0lASWTfeqlbilGmrnEKHrIaSAahO/Wkd2tBGWhSkii+lEDCsAGkxDopSi7bqce/4F3N2s0bt4Cf6QT1hrYBqC8o4B6qaJNC2qpRDLjBIMJVIOyWweadq4rgda06hXyWSLOIksXhgghCLwPZQpSaQSjLXr7PBrWDmLntwijM4e/E3bqG/ZiOW3IGHhKZA4iIZPMFrHSiVRtoMhIDQMOnvnYNgOo6MjKN/DNG2CsIkbuChdRosuLMtGhQGtVpMwDEmlU2QzWbQO8LwK5fIQ9UYFI5lGq5BQhQRBgJNI4Adqt0D1fYIgxNRgCAPbtqiUKigEpinZtWNH/DjExMTExOzD/hImxeI0JiZmJmaVQI2JORRCKaGvg/Tyo6iVKwgBhtJ4jRbtUhXZ3cRMOmjLZjK0WYDQkbu1FnI8k69JvthJR08vamQEM2njSDDcNqIjRyqToNjbS6Nax2u2qVdKCNPCTGYxDEG2owsdhqQzOdrNJmEQIoKQ0HPxggZ2sUjeMNnRduns6EIZBn5oIfNFgqDFlqcfJOsEzJ9/FEObhrC0RrY17o4WGh/VyNKXSuMkE9i5Ahg2fakctXqDSqmEaYY0G00KOUm9NsK8eSvQyiIIJWEYUClXaDUb2I5mZGQTtdIIigAtdGT5lAJpGgRagRToEKQ0UEoRuB5CRvGyWmt8P7KqStOmXqsReB5SGmitXuzhEBMTExMzi4hLxLw4xK7UMUcys1Kg6nEXwShZ0uHpc58qMhPHOoxW2n3jYkWUR0ns3h7Hnx5eNCJKqGWYJOb2UO8u4I9VMHSI0Iqw0SKsNkgU8kgrcl+dZFycosGxTXzPQwuDRUuXs35wF4HfwjF8TNlCCQ/fd2g1fTLpDO3ARyQthJPFb/uUSnWUHqbdbCG0D76L16jjZNKEMkTpOol0kXw6Rb2dReFgmxksU+JrzWhW80R6lNNPXcEzwzW2uUPMX7SU0dFRbCvJyI71iFqG7IIF4HsY0iAINUoaZDN5Qj+gWfcwRIJsJsfY6DDJZJ7+/kVkzAz1egu3HeK1PTyvTmlsJ1JptAooV0sU8x0gQSmNISKhKZSO4k/DkGqlRFcyiQYa9XrktmxIlFZk0xkC18dOGJF78IszFGJiYmJiZinTidTYxTcmJmYmZqVABaa4YEaqTh+G1969teHz8SI9nf6MS8s8vxhCYhiQymXJ9XZRGRlFV1sEto/OJLFbLl6rTSLhRDMEUzJECxhfBiGi2GIv9FAiwElqdNiiGdQgqRnbMsDI4BB4Htp3sR0H066TLHSSL3QgLQcpJYQ+bqNG0G6SzGRIdmQZaQ8y4g5jOZr5nfPxqyVIBRi2TRj6JPOSc97wKoaHNvLQhod56Tlno4KAfHeedCFLh9nJaKmBH7YRsgONQEoTIQSmYdLZ2YXQPoawKJdLmEaCndt3gjZZvGQxuZxDnTZhKKg3m1imjQ5CHCdJrVyhVq+SzxfQAvzAixJLaY1WCsMwCJWKSttISaVWpZDLE6oo23YikSKVSuIHCuSLOhRiYmJiYo4QYnEaExMzE7NWoI57Ye677jmoyqlNXyixGIvS5xcx/lFBCEpjpVOEUtAul2mFIC0De8EcRKuNlcsgpbm7NNDExIGOrPa2Y7PpmXU8fN9d2KPDiLFRCl0JOvo66FqxgHpfjeZIBb/eImEnUErRKI1SHxuiUa9iWEmEBB2G+O0WpmnQaDQJhndg9lnInIZ2HS8cxMh3UG6WaVomCIlphYzUqwyOlTnz/NcSqhY6lDT9Fk8/9QQLFy0gkcqRzuRBy6i8zPivD8MQyzTo6elh3vyFbN/+BIsWzWPjxmG2b99BoZiht3cOWkmaDZ9mvYQpbJQICEOF5wUkkwrXbyOliQoFUkYVUUOl0IBl21EiKaUZHBxi/vwFIA0QJmecedZkXiQ9Xt4pHvcxMTExMTEvDrH4jznSmXUCdTIBqJ7iDzvF2jVp8ZrC1BIzke7YV8VOdeV9LiI3ZrYhIpdwpQh1iGdolD2esTcIUX6A73oYYRDVADXHh7ye+OjJ72o8LnXNgw8yXyg6XB+ZMrCUYMvAetLpDnry81F1hamjup+NbIow9DCd5KRAddttPNcjmcmikOwa2kalOYrVk8AfrVGvVensm0+2s4CTdNChxPc1KjRIpfq44477KY+NctxxJyNlgh07TLZv38CyZStYeVweBQghEZqotIsQ0QdJf/88tm9/nDvuuIWly86m0fB57LHHOX6lorurk3p9mFp1FNPIMl4VNiolEyo8z8U0FWEQCdSoXqxGo0km04ShotVqURorUezooum6ZPNpFi1eTKDCyNU6FqcxMTExMQdA7OL7/BFf25gjnSPAIW/6110x5bO/PZ9vLSr07s8fI7/5n7fxuVVfev2hvuYAACAASURBVLFPY0YEgNaEYYjSGiUFqXyWUIAwJIZlEiqFF/jRPioEokkMrTX1wTp6XOj5QUgh00nqvjORnqYrP5cepxerFFLMZcksKTLqldi1awdDAzvYsXk9AwNtHlujGN62hcEtGxjavIHhrRupjO6iWa/QbjfI5As8ecdJSNVPKlskm8zSLlfJprL4aFq+h9KCVr3J8K6d7BxqUm5lufuRLTzw+BbK9ZBQG3R29SANCxUKVKhRSo0LSIVSCq0FlpPENDM89NC95PIp0ukshlHgugtvp1xuMDw8gm0lSacz+L5HMplEyihJVLvVpt1qoVSA73u7Ex4JgWU7WHaCrVsGMITBhq8Nctddd5IvFiZry4oZAqxVcGiJk659548Oqd0EG363ab/br1m5+jn1HxMTExNzYMRJkmJiYg6GWWdBnWTiZTcymSIOsbbijLVSJ7ZP6fZgEyZNG1v6R5YFac31j3P12iufcz/bH9rxnNrPPXnOtOs14+I09Ai9FoHv0Wo28QMftIFhmlFGWsD3fGzHQciJ8aT5xvn/wZUPf3S8MmpIoZiBQLJi5SqKgUNQKzOydQu65ZB2QoqZLlJdNv5ondpolTvvP4ZzTnkkctO1TaQEJ2FGoa5+E2mAnc4Bkpwo0HZLpA1olUsEzRbKcbCSOWxpUGtALtfLG99wIjff8ntqLU2j1sLSgt6ebrK54uRvCbWCcSuqEAKtIndcy0hgO3nmzT2G8tgghWI/z3xnhOycJK5XI5vLYwiTRr1NZYNP4AXIZpa2CiL3ZK2wHYEhNak5IRggEViWxfDIMOuefhzLsqiub9I6vsVRixfjBXrceyF6IK5ZuXpyzDxy7WP8/nN3ceV9H9nv/b1m5Wou+c7FzDt17uQ6r+HzxTO+xsfu/fC0+5/zl2dz6vtOnrHPn17588MydgM3ZHDtICPPjDL05DC71gwyvG6Eq9deyeM3PEljtLnf9idfeiKmM3v/qY2JiYl5vokz+cbExBwMs/KtaaolZrf77kTQ4LMLQKFnFpuHYukU+7HiHsi6/TEplA+y3QvBhIXpUCxNmZ4MH7rt/ZPLt/2v22fct7K9imEZZHrSM+5z6Y/fOeP5TU+eV7+mTigAKTCEnMwOrZVCCPjsCV/izCvOAClQSiNUSBi6dB5tc+91OV52UZ3uYhdFI6Dn+Dm4jkSMQq1ew2tUsa3oSD1zuzETaaxkhnarhWUIlN9GoKM40fEkTK2BGo16GZUwsFIZgmYTmchhWlmCMGSs4rF181pWHNPghONXcPf967DNBLaQlMfqtNoBpm3T9gJCFYAwolhRrZFSIIVECItMpovlS1dx809/wkvOfjk777TJXT5IpbKIfK6TWqWB67bZ8pPaeCIkjVLRCBRCIkRAe9Bj2UeyJOZEmXpt22ZsdITjjj+exUuX88jd28gX8zQadWwnNeX53JNVf3YCt/3rzPd+gqvXXjlF2Ebn8r6fvZtrVn6B8tYKhQX5Pe77/NPm7lec3v7vf2DlxcdOLn/+5C8TeuE++003hj7x6BVII3IuaZVafPt136e4qMCuNYO85Rtv4vx/Ondy34d+8AinX3bKjOfxy0/9huPfcmwsUGNiYmL2InZBff6Ir23Mkc6se2va2wC5O/nKRKzdAfQBMI1IHU/SurvvAzmf8RKRMx/oYNi3we41s8tH+Oa/uQXgsFigYHqBOcENl/+MwoICr/zUOQfd79VrryT0A/xWi/rOXfjPbKL82JPokTIilcPOZzBsC6nBkJHo0Frzh8/eDcDpHz6VUEUusoZWeG6Dle+xuP0fPbI93Uip8H0DbVlUdgyRqNkYWpHLZ7jpV/MBuP5nc6ecUZYPfCyLDtq0SsO0KiVqQ2NotQRd9bF1gkBpCBRBrY7VaSKkhQogW+iio3sOS5etYNtAjb6uXlzPJJtKUh4bwjLT6PGkSFFGXZBSTsZdh4yX20lm6e9fyLw7z2fgzuisql/p5ZavPDl5lmd+cQ7H/3UBv+0T+pqRoV1YloFl2RhYPPW/XdLzDMJQI4RBGIYsW34MzbbL72+/nSyLWXTUXDZseJoVx5yIFCYaxTfO/w4nXLJyz5sk4N6v3c8ZHz5tv/fy7d97Czd94mbe8LkLJ9d95I4/576v38cr/jYaG9esXI3pmLztPy7eb18PfvfhfcbugYzlH17yn3ssJ4tJrrj7Q5PHXnjm/H3aLH/tshn7+9Xf//ZZjxkTExMTExMTE7ObWSdQp6KnuPUeiufsgVpLp7f9HMRxDqi9GK/ZORE7O1HqZKL17BKoT/1i3WETp89G0A4wE4c+FA3LQCsHM5UmSKUxOgr4QkGxiNlXRGSSmI6N4zgYhkFlV40H/uMhPv7IR8etjxIpBSLwKI+NUB8b4fwrEtz4hRbv/h9pDC+NHwjckgsNjaVNrJRDq23w1jftwMp2YqQKhNLGcZL4oc/3v1oDCuOfiLvu7AK6ppy55sx/rWP05LBsi1wuz44BAytRpFIfI5HIkcumSdk2liEoFIo0Gk1c10Uphe1YRA64E+Mnsgx39/RQGhpg5T9lWPerAdiZovP1LUw7w9HLjyVUPlp6+EpGmXiljpItSYkQgqf+zWXVP2Uja6qMElAppdj4vRqtTSFZFgOw7h8qrOMubrHv5RMPXgloajtrvOofX7nH/bn6sSu55vjV0wrUdb9ev8fy8tctZ92vn9lj3ZyT507ud+E1r92n3cKzFuBk7Mnl6z94Axd+5jUHMnRiYmJiYl4k4kQ+zx/xtY050pnVAvVwsLfFdKpL7eFyq51ZWkZH0YAUmkQYsGvjRpqtFguOPRZMAzXutqy0ZLYI1akxhAfr3vumL17I4lccdVBt3LqHk3UOqo3f8oHxjM1CY5gWyVwO3dNBJphLq5xEJZKQTWJmUySyaUzLJHBDvnn+d/jEmo8hlAYhQQqk0Gxav4nf/uhavK2bOGXpMfQvy/ODf4F3/nUnCZlm/txljK7fiQ4FP7w2ySknDTKyaxSrHpDpklipLLV2Czk+m/Lu90nKQzsIlOTWW7s4ZvkmpNVGozAsk4fuO4bqE+vpyRVRjkVnIcfI4CA/u/HnWFae0ZEq6XSKMJ3Esm3SGZtms4FtWdi2g9YKQ0YO6Hr8mEopctkcnR2d+K0xvLsLLP2UJpXIo7ExDQMvcDGkxJAWhqEIfRelQrRSrPs3WPCRED/wsQxj0r09VJqjP9BNodiFRvCHj63hJat7GBqucNHF7wHgV3/3WwzL2PdmjT9ov/irW3j9v796j00/v/qX9J/YN0VgPlvU+J5svnMrl17/DrpXdE+u23rvAG/91psB+MIpX+Yt33jTfkZSTExMTMyLQSygnj/iaxtzpDNrBereUm2mONCZmPE1V+yVGGnG9lOTNB3akSWKibjZscEhdj62hgd/9St6F8ynVhsl3WHSaJbpm3s0xd7lKCTP3Z773Hn7d9+yx/KBWlKvWbmajiUdB328+lCDbF/moNo8/ctnKC4qwLglWkqJlUxidxQQMoSsRSBMrGwaJ5vGTCYoD9T49oXf56qHLo9EpDE+gaABNDu3D9CsVynmC2TzXZz1OofflX3+3//xeOuft3FrTZQbIHT02NhOgmo9j6pp6rUmiYxBKtsikU4CkjBQtNohxniwaqGjg1TeINQK07bgPjArDXasWUNiThfFnMPixf34oSadyZPPm1iWSWdnF5lMB1oF9M2ZS19fP6ZpssfgHK+Wo1T0dyKZjMQ30NXdzcBvmjTH2uTf3UYrRRRyKjEMCcIDrdh8TTRJMPJbQfbPBFopQEYJn8atq1IK/GA8llMplG7jujVSmQxP/Owprn78qim1onYzEWO6t0AFOPfvXk7vcT3jS4LdycX1lL+nfyb2nkC5ZuVqPvnYxyaXAzecTLB1KLHUq0/76uRkyN59HOokTkxMzOxif8l74hf9w0d8LWNiYg6UWStQYXcMqdAHFnt6OI4F4+JU7BuzejAI7VMZ206rVUYFmjX3PYLYOUZvMUvYHGN44yM8/sC9SKPNM5lFnP26j9PRfdQssJ/C3FOiF/qHf/joPomLvnDKl7EzDh+5/YPTts3PzR308ZqjTbqOPjhh+9TN61h6/tHoUPO5E3eXwelaWuTCz56FaYbYhoOVzmEYFr/81K2s+9UzXL32KvYWO1IIpBActWgBOxfMpy+ZJeF0kPQk5716jEfu1Vz/Dcm5L6+STCdx2w3OPmOQR9cuIAyStNo26WQbKQNeemYLX4dAjtGhYQIlsB0LIQTJbIZkElqeh5GIxGAhlcQNFSL0kckETiLEazTYNTiIHyjCEDZtWc+5576Bl5x5FlLaSBm5i7NXMjGlo5IzSE3LbfPMf1TJnhHi2CkQLlKC7/tR7KqIrPfSgHVfb9LaXKD3g1WspMHwj1M8/ukWx/2NiZmObPzSlCgdgtBs/tkuILLWWqaiVhvh2+ffiJBiv3MrKy8+dg/r/PRErsrTxmvvJ/nZVD57whcnv0891qG4rF95/+7sw9Od+/5iq2NiYo58YlfJmCOReNzGHOnMaoG6Gz1ulBETCVEnea66dTI3sN5z3aH1PZ4JFZ/hgbt5+L4fo4IS2pNo16Zcl8xbvJQgrDA8cieFLpNquUl5dDutZgUtImuemBUyFe78wj37xBNe9eBH+clHfjaj0BDTZJQ6EAvT99963bPuM/V4W+/ZRu+x3Vz7zh/xF2s+TqhDfNfl2rf/F9+58Be8/cbzSGeyOOkM0nZmFKfRXIRGhyHFfI6FCxZAqU6t1ES1IWcanH5ynXbLZO1Tc3nZ+RrRbOEpnzPPGqHdSPL7O21e9coq+e5+zFQ3rtsCPECQcGwsKaMyN0GAlhaGZWEYFqCxmg2kgLABmblz+cMdGxlttFEaTNPGsB3ctsvb/2wxWpgIIdFajWe6FpP1XCcSPUX1UDW+61JfFzDvKo1tJzGMMlIKTGlg2SYYIdtuLrPpp2WsrKRw2TNoM0Ook3S9pUm+o5vHP11D2oJj/z6LUgppRCJ1x2/HALjvk2Os+vckY6NDtKttPrnmqsnL+ut/vJW1P3lij3t2wafPY+1PnuArL/sml//+sn3u6Zde8jXcuves42Bquz3HoJi8x0NPDHP9ZTdMbtHh7HimYmJiYmJiYmJi9s+sFqgHajF5zsc5wHUH1JMOCf0qj917Ezs2PcrcOd34XhMwcbJ5BnY9QiotsVM+pi3pW7gMM30sfXOWTWZjnS14DY8Vr983Q+nFX30jXuPAhAQ8u+VqQsAerIVr0csW8bKrXzp5xaRh8NbvXsjjNz7Ff77pVj567/uRloVhWnzy8StB64Nwx4zcWDs7Qy54ZcjrL+qGZAY3DDE19M/to1krMbwzAKB7/jxkIk3D9QllFIdpJhKE7RrKCxGkKRY7MJMBRqhw3TZgoUOX7ds2U63tpDfjUGsLhJlFAlpKhLQo5NMsXrIUpASh0QiEECitCFUYfcIQEJHYDQOazRYAA18wGeDpyV81eGcDOyvpXOmw694Wp/xfQatVozJaoF5xSTighCIMfE74dJanPtuIrkboY9g2fisk2W/T2ulx2j/P5f6/2k7yq2P81ZNXEYa73dPX/uQJ3v1f79jnqu7vHl9xz0S9093Fpfa4I37I50/68n5inHfv/4NLrtvjWCpUwIFNllhJaw/LKcA9X7kPALfmYqdthBSMbSrxnTf84Fn7g8OXDTsmJua5EdfiPLKI71dMzJ8ms0ag7l0PdPpITD1eb3Hfds+2brp9piv6IsS0IXQHReQyqrEtSeA2cVttTNsi22FSHhhgyfJVuG1Jo74TO7uQo5adjGnnUdp/0a2nw08N72HNPNj4uuli9J4P9u5bComwTFKZDKdfehp3feYB7GQKpNxt1dX7trtm5Wr+cs2VaLfFv/zdlbzyzFUkQ4+ssvnDt10M5VOrVsh09yLCEB0EBEGICDWEkiCI7tfIcBmZcGm6AUEQAEmcVJJExsJv1wEIA5dcKkOz2SIYP6WR4e0k+0yKy/ogbaClCdJAGlHMp0bR1VWkp7sbOeF6LqJSM6FSBGFIGAaTZZgQgrbnEiiNe9EA+VyB5ccsY+j2EmFdseDNJpoAdED3hYp2K0CIFImkQ6M2htZgyCj+VAArPpkZF8QSpTT3/MU6Tl+9jPuuXEfv0rmc+a8Gd39kK6c/0sQwUiCguqMGQM8x3Rw8E+nL9nwOPnvCF9FK73P/Jjwfpk5kfe/N1/LmL79hxiNMjR2d7vvq0766T5u7vnQvAE7WmYxz7TiqOO14isVoTMwfD7GbZMyRSDxuY450ZoVAjXLUjNsOZwg2nRSUz6IeNc9udZ1IlDS9SH0uKBACaWU57pQLqNe2EnglAk8jHQcna1LsKeIrHyeTRYg6jYaPxp41dtPuFd3TvrQfCIfycv6Dt13HWVecQbvS5vo/v5G3PoeMq1JIhGlMjqGHfvAYp7z3JGBC7uw5vdGutAGwBDz00H0MbN7Eg07A6ScdS/fCboQcQ6lhRkaHqNZa2OkUvh+gXY/HnpiHNAyQCUBz150pAAwzwflvKgCj3HCdARhAFG964/UKqI4fPUqcFAqfjt4irtmiUtuFCj2UtNAq+h2WhNNPP5VsOh1NngiNUmpSoCo97v4+5bkZHStz440/ZdfOnWgFv731No4OllNMdrD17h0sXLSQnq5+1vy9D0xkzzWAvsk+dhICNRZ/IEVmsY1QUN8yfr2s6Pc0WgFdS3s448uKamWMjs4EGsE3L/gOF37mtYd4F/d0sH/gOw9yx/+9kw/d9n4yPc+eSGvTHZsZeWaU+WfM46lfrGP9rRsmS9McKrvWDrL45YvYePtmYHfCp08+9rFpXdpjYmKOfOIX/JgjmamW53gsxxyJzAqBCnsJy3EDysTy3pl3D8vxnoc+IwQKm96FL6Wz50FGNt+F71VIWop2q0Shw8ELRwhdgRAmXmjjJIvjeUr3tg+/eGg1c9bU/hP7eOcP33ZYjjP05PCkK+ihZUPdnek1muCIMsBmejJUtpajCQ09fVmhW/7hVpZfsIRdA+t48K5f4QYmdz7wJMuOXcJTG+/Dc5ez/JQ+snmD5vYylV1bCANNobef084cI9/VSa0uueWnIW94k6RVq6Ex8Ws+ILn0fZpWvYIWkpt+muWM00YYq26l2awzNDJAo/Iulqw8g5bdplKp0naquH4DZBaNwDRNbAzOPvNslNBRKRitd8eaoscnbDRi3O3XkJItmzeyccM6zjvvXNyWy/DIKKktXdTGXJ5+eICHHt7IMSuWceKnTiSTSSMIaTbrbPpfkP/gIAYmhY4OEqkUhmmgtSIIArZ8vclZX1yOFJELcyKRBA0dxV4GB7fQ0dmPHn9ol7366MnrfOhWRUGr1GbeqXPJdmdmdI2YOiH14HcfBuDGj/6cZRcczbl/e84hHHdPrn3HjyZF6QQfuu0DsTiNiYmJiYmJiXkemDUCdQKNRmixTyymHhet+3slfPGtkGLyYxoOJ512ATc8+QjCktSbDkFNI3WNTNpGSoU2Uhx30kvI53KgPUItJszEL+7PAO7+8r0seMn8fdZfvfZKVp/21cPiynjNytWcdcUZk8sr33wgWV5hy11bueHym/jEo1eMr9n3etWH6ix/zdL9jpcNt23krx+9jCfu+R0dpolf09S1w49u+hVvf+0p1EY1yb4mS1etYPCZXfjlPiQO+WIXCIllWfh+C2jRLI0RtFt4nk+o4LXnKbava6FCjTYttMowOlpisLSDplelr7eTo1+2CctZgm9Cdz5JodjB3N4sY65DwsuiwxDlBPz0ZzeyZOkilFZIKSdLIGmtJ117pRBorUErKmNjZFMJEqYgk8mSHstSHdZkKp10jUUZmv87/ClPrtvEOS87m+VLlyClBfi4bZdU0kKpiURMUeIrrRX9H5T4QRtj3IIaBiGmtOkodLJ1YAM6VHz2xC/xxs+/fp9rfecX7uHsq16yx7q93cn3x2eO3//kxcSYeds3o/qn7Ceh8FShOd13K2lNrvvB266jc5rSSRPZraebVJluXez2GxMTExMTExNzYMwKgar3ctudKVHQhEjdb1/PyaixO1vwgTNe8gOBQGHJFpXRDdz5wH9TKrf5zb0DVMqRcOlMCOZ2GnQVDbLFBHOPPZHBgfvZ+OTtdPetYNmJF5EuzCFUEoR6Lj/kOXPPV+/n0h+/k7FNpX22vetHbweYdtvEuvzcHIZtzNj/NStX88pPncNJ7zpxct0F/3weZsJ8VpG68KwFk0lv9se8U+fOuO36y27EyTq4lRLB6AhDT63D9zStRIanhsf44g/+m1ewlOyKBI9vWUNXVzdzjlmC62kqg2WSgY1surRKVSDB8OZttJpNvACUDggDDx2GgEnb8wnVIjZvW4dr1jnu9JXk8w4hHiIZokWIk3Kw0yZ/9o6L+fp3b+L1pVcAcHPhVk48eRXNVgsBOI4zHmu6uxwSRM/QhAt8Ppvmsss+SHuDT2G5DcfBFrNCeVeTYFWZrQPbsdcb1Ko1bv75zXjnncuSJQsBcD2fdDLqV6lxl3Uh0CokP9+hWhkhmy0AYJkW7VabVNpEKZenbomSMR193hKmPqgT1sczP3o60pST66e6k+9m6rOn+f1n72Lno7u45DsX77nH1FrGez2uU5c3/G4Tc1b10b1idzzswcSgFhcVp63dundfE8QxqDExfxzELpIxMTExLx6zQ6DuVw/ulRTp+fHLPUQmyspowEN5I6xZ8zvWP/E7Urk+HnpkC67soH9xJ+Vdmzh6nmBhf5J0UmM5NrYl8Jq7COqDbHtqI81mg1Nf9i6sdB8aSVQP8sUh05PhhstvOuh213/wRgDe8o2LprU8QfQSf97/eAUnvuP4fbad+/cvx0pZXLNyNe/96btm7OOt33zTjGLgmpWrufirb5zxHEfXj7H1nm1cvfYq/MHNeM02Q9t3YSTytP0WoZmkNl6W5Ke/voMTlxyF745Qa3v0Lz6KZWceS21giI2338/IYAgsZnjXCGsHXkaoTE49/lGUbiKFolWv0/TbkbUTTVdnD51z+kjnTWxDUvcqBAkDQ0sMApYffRSduQzX1v6TP2u+nSWLlzA6OkYQhCQS9h5upTqqSYQQkU1VAlJqEkkbApfCchshwA980CGGoSkWU/T3HM/So+az9smnWLfuaaSUqPFJIq2j0ex7HolUOnI91xrXbZHNd1BvtNAqynDc1dVJEPi022UsW3LzX9/GX6y9konyN1N5zb+ez+dWfekAxNuzP9/7m0OaamktzM9z8qWr+MqVP59ibT849idOY2Ji/viJxWlMTEzMC8+sEKjTl5WYJgD1+QscfQ4otGqybdMD7Nz435R2PoZXrSKcuaxZux7DKtDbYdJhGxx3bIpUIiT0A5QWmJaJdk3qlRaGqagM3sbD91ic+JJ3Yqf7GY/MfVF+1Ydue/9B7b/+1g387OM377fddy/6IaMbxrjqwcsxnZmH3ss+eRZnfvQMvnDKlwH481vfT7Z3zwQ5C14yn8tuee+07pSX/uSddC/rmrbv33/2Lu7/1oPjQknT2dVDOtdFuerjEdBTyDHvqDn0N3pgBE55+UWkQo91d/0BM9hOKxA8+fQalh61EL/gM1yO+n106ytZ1P84iUSbWkMhhYGJiRsqgnHX9ISZpljowDJsEqk0wlDk7CTN0MdDIVDk0kkueevF/NtnVhMS4rVcnnlmA2efWSWd6tnDvXcSPS5SBWgdopXCkJGPqzQMTEtPWlhNQxF6VXIpg1NWraSjkEWiaLWagIVp2YRKY5j2ePhuJDaV8hFCYzvW5LE91yWZSlBvePz+8m0AfOu136NdaeO3A1Sg9oll3nTHZo46Z9GM935vQjfAdGa2xO/NdAL4tn+9HWnIafaegQNwoAi9kMANpt3m1txp1ztZ58DPISYm5jlzOEqUxJbUmJiYmBeeWSFQBWJ3ct6J4qcTWUnF+B96mjYveqymRoRjPPXwjWzfdie24eO3WzQqgqbpkpCKo5fOo93azkkn95NP1gi9gMAHyzHI5LvZ+uQgWlgUepPYCUG98hhb1i9k+UlvI1ThrEmatDfXrFyNYRlIS+I3fWDmOLtvvvq7VLdX97vP3piOwdVrr+SZ32zgG+f9x7Rtc3NzB9zfpt9v4YbLf7ZHPwLAk4xsq9Az+k56AEaBjVGbC7+1gmw6ScI06evuZt0jj/Hog2tJJCzGtpaY199H3ctR6CnR3fkkoi0J3RCtA7SUuEGARiKFBQicZJaurm70aINqtUZuTg9ewSKVTIFsgzZ59JGHmTf/RC6Rb+f69E9IbMnibLfZsGEjc/r60GGIkBKJ2P2YRGZOpJAEno/nudG9kTLapjShjpIqCSlBSrZeE4mlFMtQwND4BQmum0cFqAAQZe2d+3YLv9snCEErA8OIBKMWAo2kq6uPzpUpek/uZNUrTyM7r5NEMcn/Z+/dgyXb7vq+z2/tRz9On9ecedw7M3fu+14EkpBAEpKNg4EYsAWYkuMYx47j2CQmJlCO43KCy39QSYgrqYoTPyqVSlKuxI4xKBgTE2woHIEQ2FiALCQkoasr3feM7p3XeXf3fqyVP/bevR+9u0+fM3Nmeub+PlUzp3vvtddevXvv1eu7fr/1+zUnWPbfOuB//ba/N/c7++IvfImf/yu/ULu3/sIv/7mFvuM2/uY7/w7fNyPlzDf9x++fvP7hT/4gX/nVl/nYj3+cr/8T05b9Jl/+lZf49E98Zmr75fdd4v/54Z9vPabqpqwoyoPHL179tIpURVGUe8BSCNTSZa+eYqI1DUzhDyyVsrNSz5xSwCGXO1R6HPDFz/0Kr7/yMRwjUheA6bGzv8sTz57h3NlVktEugQcrnZQkjogOY4YHEd2B4XA0ZGXtEi+/cJX1cwFxHBGEAQc7r4MdIXjMygh7v6mm7jj33Fk2n9iYWfYHfvE/OPF5nv1DT9+VPqKH4gAAIABJREFUNX3nnj/LX/z1/4jueneyzQHO80nE8ObGz/EFs8cP/qUf4ZknLmPSMb7vIZ7B63Y4/+STbF18jJtvfZAvfu7zfPY3foPdPY93fc8Kg+4mXvIhbr50lTc+80Wi8QGB8fFNF9+EWEkJgn02zp9lY2OL8fabdJxPemsE/goHB0OGnYT1M+f4tY9/jM4rX8U82uO82wLf4DnHW9eugrP4flBJK5PdFwJ5zlRHmqaQWqyBWMD3fKx1dDdDHBYhs7A++hd3sBa2t3fA8+mtDDi7dZ7R8JA3r77B2XPn6fX7BGFAFEckIy+30jqiKGL9yQFJkmKtYEzIt//X7+PNt65x6b0XSBIf2/LwDs6v8J984gfmfk/Pf9ezXPv0NQD8rs+Hfuib8ILFLahNfviTP0jQL4MefcOfLtc8V4M2FWX+/D//MzOj81742vOT1899xzM89x3PtJZTFOXhRMWpoijKvWEpBGq2/k3ytXRS8fi1uRh0eURRmQjUIphRtjmzsE7JONcW9rcZkCnj+JbK7IgoSogigxessDc0HKZrXHr+XZw9v8nZs5sMh5YkGtL11xmNHYhhZXVAagXPePRX19k8f4U4GeLsmDQdsrd7i8P9HXqrW1MBpJaFB21wXkRdFSms9dl1jT3D0+95N/Hf/4e842u+licfu4wnDi/0M0uhMYzilF5/wDA+ZDu1+FvnYeMCv/PCy+A6XDp/hvOba2xcPk90OOTWS68THR4CFhEfzxguX/kyZx95ingcQwKMLW4/QoIhvc0QF/j0+iv8oe/6bm7etnzmd1/gGR7DDwM21wak4xG72zucPXcuc7udeMCXqYk845EmKTZNMaGHEYPneaRpytZ7O0QRjEcWIUJESOKIOI4R50jiMbduvpUdby3OWWyaEo0dcRLTCXskcYofdBkeHvLu//IJ9nZ3SRKH7wu9fo/xeJ/9/dv0elvg2kVlb7N35Hf1B+9CapiCqjg9qu6njnA9LoKDKYqiKIqiKKfHUgjUanqWUjC6PC6u1Mo0haRzWXCYmTLONd5UKpgYY90Ma+2c1jos1nX52q//wwR+n+s3vsThoc83feu30emt8Nnf+lkuXbzE7/zOixgzIonGeJ6P1xPSxGPv9ogrnS6f+8Jvc+GRxwh6PfZ3voiYAatrjxL44WzLsHJiquIUIDJw/tmneepD76dzbpVuEAIRGENqLZ4zWCv8zM/+HFffuEqn1ycMO1x6x3N019Z46eXXufbG63zd009yfjAgXF3h7GOPceuVN4hGB5BGhCvrDNbXwabEEYAwHI3puJSVTg/bS3FrIb3VPs88+wyPDX2ee+5r+N3Pf4EzW2cZ9LvcuLnNL/z8/8t3/ZEPc/6RR0nSNJ+YsTiXWTY9Y0iiiDRKoNfBAWlq8TwPF2fntdZhTGaZFzGEQYdRNCKJR+ztbtPr9HPxmjB0w8m18mwAzhCGXYzxM3fiNGZvb4eVlT79lR79vnDt6pd5+pkNXOaEfG+/XEVRFEVRFOWBZ4kEKlAJqDJxXpykBnWTFW3NkEqWMnaSSFVmNkvmFthGCpfjxl4qz2sQf53nvv7DXDzYJ0kdaXSbT37io4h9k95qyJu3b3B2XYgjS5yM6fV67B2O6K0/yq1rL+GG19m9ecDa+ad45NLvZ+vRb+TK0+/DdAYV6+lyuvk+mDQt6IINfR77hneSREMAjPERz5EmKYcHQ375Y7/Mtbeu88RTT/PUk09x5bHHCH0fsY7h/gG33rjKjRe/zHAYIamlf2ad0e4e6VtZfYHv4xkYjw7o98/gXIeOCUiHe4wPdxgPHIOtp/F6BrdtCTxD6Dmef/pptm/fJvQMj54/i0sTfu5nf4Y/9u9+P6sbm9mzINn0jIjgGUMcZQF6rLXgssBAzoLneYxHabku1YG10O32ML7PcHzAeDjEOEOaCsPhCCeQ2pTA91lZHeD7AWHQodMd4AUhxvOIopjxeMR4bPC8mBs3XuXKlecQb4OT+CUoiqLcLb7z4nvuSqAk5f6h3+Gdo2unlQeRY4S2PH3aYtaKK3eIm/G+Vomr/2sdJLcPnBeXgEUDMoEzThye30HSbd567TeQ6EW2b7zA5Ud9/r3v/w5cNGR/f0ySOkYHlv2dmLWNTfZ2rzE402VwZgXj7bG78yVu3XiNKIpIUxWk9wQRwm6HP/Dt38aTzz5DlKYkqcWlhjgWPvrRf8zvfv4LfPBDv48PfdMHecdzz7PW7+PSmKDj44WGrcuP8I5v/hBPffMH2XrPOxiGlvXLZzDdlESG+H1I4n18SUjiMStra3RWBkjose9usfrsBkk4IonHdIJulnsUCAOP1dUVcBabxngG0iTmF/75PyNNEjxjsn9i8IyXp4MZ4UhxNsXaFLB4vpcv2XYTV3hrLdY5xPPodLskaYL4PruHY16+ep2vXL3Bq9du8uaNXUaRBSdE4zHD4YgksRgTkKYO3w/x/IA0hTDYIPAHHB6Os7Q6zlUexey9dRZrHdY5dRBQFOXU0YH5g893XnyPfo93yC9e/bQKfeWBYiksqMJR3qyLW2KaFtYigExxgvI0UjuqzYo6b32qs1leyziOSOJDDvde49Uv/Sp7Nz9HrzMmPLtGMnqdQWeDdzx/kXgY0wlC0qjDzes3eP7dATejQ7qDFbywRxh6hIGwvf0G+/u3GQQDwkoqFrVFnRICnh9w9twFsClXX3sJgHgY87F/8f/x8suv8R0f/jCXLz1GN+xgkxjrLJ0wJE1TvMDDOUuUJthAWHnqMoP1AW986lM88jVP0fE89nb32Nm+DeMIfyVAzArRwSHGNyQDSzRIGbshYMH6dHs90vQwT43iGA0P6XU72DRlZ+c2r129Sncw4I98+HswRjCViNfj0QhrE6yNSVOHMbnrvHN4nscwjrA2xRgPYyxOBDGGXn/A7u4+sXNcu7mLvXWAcZbLjz7C6hqkLltvvbYe4gchYjw8DCuDVfr9Hp3QMBxFnNlaZbC6hXUmS20zNYMkecobWbLpsZJJKh/1WlCUhwK1wimKojxYLIVAbSwNnVGmMlycjMezwW4pJMvov/Xj7CRXZLatcbbqutTKC9f0EK6QpilRFDMa7jHcv8brL/5Tdm99lm7H4IUDQgKi8SFRdIOvecdTfPaTnwK7zo2b26yfuYAfGnqDAd3+BsNhDOLjTMjqxgW6vX4WQbb91MrdxIHFYYzPJz7xL+l2PJ64cpkXfu9zfPrTn+Zbvv0PcfnSZcQZbJqSJNDtdhAR4vEY3/PwQoNLHWNrGTkI1lc5846v4Suf+ARrScTKZp8kHEMg+JuGUbRNeriH34HNpy6TdAxJnLK/v4/jDC5N6Xa7JElCmsQknsHalMefeILt/QOufuazfPJf/2tWVlb50O/7ZkRAxJF4MBpnQtfaGDCIZPdqESwpSRNEwPM9iFPiJCXwAzwvpNdf4/r2DQ7GFud5dIOAm7v7PHr5EofjmMGqx8rqOoO1dcT4dHt9+v0+3U6I7xuGo22M18eJT/NplKyRiBOcl3kgLOukiz5zivJwoKL04UC/xztHLdDKg8ZSCNTFItUW9tCKcpRi4FtaP6vaswh+VOaxkUkU18yo6mr1VVtRHDcVlInMTTFN09xCBL6XMBq+Qa8f5kFrEhLx6XT73L79Jv3NJwnOv59g4wLPPDVgZWC5tfMinV6PJDkA5zMa+TjzGM899fvpDs5hvCJwlA6X75Ti+561DwexTXjxK6+wv3eLi5cu8qnPfJrn3vG1PPvssxgRnEtxzhIEHZzNItv2ej1Go0PEM4gnIIY4SUgEgq0zdB69xI3f/Ry90MOGQhJArxvj9yNsGJEYCNY79FYHJLuHjMcjMGA8D5tYcA7P9wnCkOHhiNDv8MwzT/PqtWvcur3LL/3SL2G8gHe/6910uiGB8djd2SnTzQBJkuD7WaqYLKZSihjB2Wz9aqfbwSIEvQEH8SE7hxGp8cF4JBisCTiIEjbDdQYbW4xTS8/BmfUNOp0+RrL1r9Zaojii4wTEA3GIy+9hKfIYW8Q4svkiqdzekwXk9ff3jft9fkVRlhFdy3fvUXF65+g9qzyILIVAtU1rSi02UMVp11mKFJA16VaJwlvEDnVFPKSJOM3XwtXy0Rxtw6kOVSfxhMUQBAFB0KHTCWDFZ+3Me7lx7d/QCRPi1AABUeIxSi9w8cLX8pEPvIskhiDoMB7t8KUXfJLRWQ5u38b3e/T6F7hw5RsJ+2eoWp+W1cr0ICFmTq5cwIlk92AQcDCK+PzvfYluZ8Czzz9PHMd0wywgkBjD4eGIIPBZXR1wcHBAEAYkcYzxPDrdDqlNia0lNY61K4/x1d/9PUJZwSXQ9TY43EmJw5hwELJ2cZOLX/c0+26X1BqSKGY8PmCl3yUIAtLUIpLQ7XZI4hSbxPQ6Ie94/jl++eO/RqcX8Ev/4pdY31jn3e96JwbLcDTEphbnTJ4i2E7EKs4RdjrEcUQcJySpJQwDxuOInf19EmvY3j1gdW2Nra2zXH/rLTAexgRYK4jns3nmDP1+H98TkmRMmiZZFCYSRqMRlx5bxaZJ/jzmT2PuYm9MzOHBAeDT669NvCJk1uyBoijKEqED/XuPumcrytuTpRCoWfCUzBqJK1PJZGlMW0InuUxUNNNYZIPi7Gip6tAWH95S9tbXok6Vn5R1E7mYWU7zCKliOBzCYPPdHI4Mo4O3MMbQ667T7W5y5fmLhIMtDkcJvd6ATm9A2Bvwzvd+Byu9Dr4XYsTHC7qI6SPGoz1clHIqCDhrESOcv3Ce/YM9vvjiV7h14xbv7nQJw0x0RlGETWNWel2CwGd7Z5t+v0+SJHh+QIiQplngoXR4SOQs4dY6bKyzfWOPfmfAwKyxt32bnWTIfnydx0KDf+1lNh5dx/cMWxce5foNQ5rGGMnccz3PwzlDEPqMxzGBF3DpwgXOnz3Lq1ffxBmP//Mf/H1+5Id+iHc89wxisjWxmWtvgucFIA5rExw2s646R+KEYZTS3+hzsHPA1rlH2N0fkVpYXxlg0yy4UqfTxTkhSS2j0YjRcEgYBmzfHuKFHXzPJwiyXK+phf29XcKOBfEwkgVnsqnFeAZjDnjzq1d55JErROMI6zLhLGIQkbyMyfMh15n3NKi8VRSlDRWUDwcqUhXl7cdSCNQsTUb+Fyil44xIn1X1WZhU8z+2eYBILd8plG7A00FQyvdmSqS2D5GNEfprazw+eB+PP/1enEsRAyIeRoLsU7gEIclcikXACAPOIhLi8PJATra1fuUuMNeF3OEZwTnh3/ljH+HTv/MZfuqjP8nOeMTtvT02NzcwLsvJ4ocBxheiJMoi4xrBDwKcdZMMSWKEwcoK21FEElhWLp3n1a+8zLk1Yc2mkHj07BaGLrde3KH/aEBidkmjkGi4Qth9gvHYMR6NieI4D5SUWRnjaEy302Wt1+f5Z57h1TeuMYoSRmnKP/yJn+BH/+pfodsbEB/ezCybhDiXYlMLNiFJxkTxGGcCxs7xLz/5KT70B76VoDeg3x/wO599gSR1DIejbF2q8bK73hhMEHDr9i16XZ/hcIfxcMzZCxdZX9/A9wKM53Hp4hWuXn2D8xcuMVjdyCaekmytdhB6WDPikQsX6IQ9LB4GUz5X+XckuRt+1dXXzfsO1fqqKIry0KMiVVHeXixHHE1rwdpj5SKFwmW3yuzB6nHrno0gYjAiGAGTp/jwfQ8/DPE7fbygh+cHuUVIMCZAvD5+0Mfze3imi5EATxy+JBhJEHE61r6XNPLlOrKcoA44HI3xwg5feOEFUuvwPB/jZetLDw+GpIkl9EMO9w9IkmSyFjoMQ1b6K6RJgu/7pGnKo49fAd9jbWuLsNtlb+eAxGVBmaLtiGu/9wa3b1xn/2CXt65fY3v7Bs5afN9ndXUVkzez1+vT7fYZj8YEfsCTTzzOYNBn//CQ1MILL7/Ez/3CP2fr/HmS1GGMx+jgkGg8Iklj4nSMc1mwsDiKORwOeeLpZxiNx6ytrrO7u8/rV69hHVy+fBmbWmzqGKys4uGRxDFIyv7+bZL4gDSJ2d/d5fatt3jzq69y8/pVDvZ3OXvmLOPDEePhiGg0wqYJncAQBMLV19/AWYPnB3iBhx/4hGE4+ef7fsUdu+7/ICJT/yr+EvfmnlEURVEURVFOneUQqJzuOrTWXKmV19X9gqu4FVf/MXk9HVIpC5BD7ppoisAwkG0zkudMLTEmj2oqagS6L1TWIdvMlxzxhJ29HZI0xTm4cXOb6zdukVpHmlqSNMHzPKzNIu6GYQeDRxKl9Hp90iTFWovvZULLBD79rU02L19k/2AP5yw2TUiiiDDocvbsYxzeShnuJdgEup0uNo+yG/gexkhWV578t9fvYm3KeDykEwQ89/QzOGsZjkasbWzysV/+OOM4QSSPOJzGJHHMaDQkSVNS50gRnPHYOn+Bd73n63n8icdZXVsl7PYZjSLOnDmD7/mcObNJHMfcvn2bg+EhB8Mx43FC2FnB0SHo9Ag6HW7cuMmbb13n6rWvsrNzQJpKts56HJEmmWv09Rtv8cbrr9LtrdHpDcoUxS5zr3bW5u/dEdbuOvrcKIqiKIqiPHwsiYtvGVn3+Ec23h9RSRY4SSqLUEsbzMS1UMgDv7TWUHE8bKxtlcIWV56r7rpYPaLivth4pZw2UvmbWeNSm4Lv8eWXXmKcxOCEw+GQt65fZ2t9gMHQ63XytagpKysrRFFE4IcEQcB4OKLb7TEcDQn8gCAIiZKINLGcvXKZ3RdfZ/vmTXorfTzjgxOSUUJ/c4tO2Afn4xzE44i0k5D4CVgh7HQQ3xCNY8DleVdjjBGefPwKAcI7vi6LNvzxj32Mz3728zzz2KMc3P4qLk1JAOP5JM6SWsEPu8Rji3VCGqfgEnCG1157HeP7RFHMKy+/ioij3++xstLH+IYbN2/z3ne/kycev5IFCPN8/DBk69x5PCMYY+j0BgRekLv8mok1VIzBCwz9lT4ifuXJmYqbfUL02VHq6B2hKIqiKA8uSyJQC2F5gmHFHZhRhJpizAMhTd7MbU9TXk4OkWotbpICpy5O59eq3AF5xNjJfdGYR5hsq0R2Tm0WdfZwf48vvvgCB6Mhvt8hGUfs7u0zjmM6YUiaJojxMkGbpjjr8L0Am6aEYUiapHQ6XYb2kCAI6Noe4yhl7dw5hl+9jeey1ENpCsODffb3b7C2tUYYrCBeJhijKKLXT2Ac0en18DwvnzDJhHSSxOzubNPpwdqgz7NPP8WFM1v0wy6BF/LKK6/xnq97luvXXqPf8fP70QCGJEnYPxhhgi7GC+gEXVYGa1gHB4dDLly4wOXHn+ALn/8injGsr6+yurbK1tmzvP7aK5y98CibZy9kLu1etgY3CILMWmxMdm3y1ExiTO62LnR6PVzuFu+cRYOAKafJUmQqUhRFuYdoQDDlYWMpBGpmaZm8q+6Zqz+NKXKFtuNm7rL56rUiL2ouN2uBlxZoeLUtlQOmYpAuJE6VxZjEeG5slsqi5FKc1tMK5ducw2XmbazNcoVa5/jtT/0219+6zv7BPp2uJU0jdvf3iKKYpGMYYekEISKGNB2yvrbGOBrR7/ZwNiWKIzwX4BlDxw+IxxFWhHB9jf3hIcnogN7ZTSQI2Ly0hb2xh+km+LmLuIghTVICr0vY6eH7PsYIaSp4xpA4R+B5dLtddnZ3sBKyubpK4AVYm12DW7u7jFMIeuu89vpXiOOIcRQzjlJW1ja58OglVtc3WV3fYG1tjV5/AMbnV3791xmNx6RpTJKO2N07pLfiEycBjoRRdMjq+irGN5NUToHvY0y2zto6h1ibReM1JneVl8oqUVfmHX5IaY8BrtwtXEN5zpx7UhRFURTlgWY5BOqUgsvEQ2EIawnM2/q+trS0eZKKFbMUrm4iTmccNVmfusgaWR2Y3h+K9YvOOVw++VAVpi7/np0tJyKcc1hrSdPsLyK89urrJEnKcBSRpOCiMds7OxweHjLo+ngmS93iPA8/CNnb32OwskJiU9LY0u33GI1GeKacohBjkCAg9Qw2MHS3zuIHHQIvZS3YwKyNMRbiUUJnxSOKhsTJGC/1IXY4KzjLZK2yGMHzPDqdDrd3hxjP441rVxlGMcPRiDD0Of/oZZ5++ml2br+HaDQidQ7Pz6y3QaeLMR7G8/F9D8/3eeXV19k92CcRy5df+jKQEnYDDkaHpM5m616HQ9IkAefwAw8/6OB5MhGkXuHCnrvJT6yoFM/bXZYObR3D/abosJaxbQ8IRdrrmU4PjYlMV9lYnbrSvlhRlLcLaj1VHkaWQ6Dma0FdPjrJ3homAYlaBanMeF0Uqv5xeQAjmZSXyflmDSQrKWc0GstSkBlQ2tYGF9+ym1jsCkGa5di1WSoYa2vWcmuzSZA0SREvC3LlBQFJmhLFQ0yScO3aV+n1+ty8eYOLFy+QWpulfzEG3zPs7e+ztrYGRojiiF6vy/DgAHAEvk8YdhhygLfSJ+yHdFfX8IOQIEwYewavA2k0Zjgc0eltkSRjDod7OIHVwSpGPPwwwJFZejsAIhg/JCUg6IR89lO/yfrmJv2VHisrK6yub7C60mdtYwsh+9zWZVfHeB6QuSgnaRaBOHWWKIlJbUqn18XZgHQ0IkliIhHGo4Dv/e7vYWvzDGEQEoYBnudPBHMxwSQieYCw0xYIy/k8SttMmbIQVd3pCs+HVqT2N4spYKbrOJ1mKoqinIiTiEhNq6O8nVkKgZrhKlbKuuCcHwhJ8kFKXsuUd219betEoBTr4Gbkn5E20avcVzJr3PQXIrnFyhQu24BLHM7ZibW0+N4Ll+4sVUkmaI3v44ywtr5OkqSIMSTjMQbH9u4eUZIwHo3Z299nZWUFz3gMxyNWej3EGMbRmE7YwfgB0XiE5xniKMrWagY+4hsGZzbZDFYIwpBOr8sovgEdi/gpBwc38cMunmcZHuyRxhE4RxSNcfhIavH9ILMSW4eIAQdhp8OFRy6wubWJH4bEScIj5y4wWFnJ3YM9sjvd4lwZvitNUwLfw7fZOtKVlT6XLj3K9es3smuWeHQ31nE49vb22LpyhQ+8//2sr68TBmG25jSfQJpMKRXPahGN91RxqkAeQnKve9zMnGBSKVg9SFScKorytuUXr35arajKQ8eSCNTMspm5ZbaYQWccswhV8Xp0cJbCVcxMghspy8XUt14RrDZPGVS49ELFEiNgjJncAtbmayRzl8zUWZ59+mnG0ZiNjQ22ZRcXp6Q49vYPObu+ycH+Ab1+H+ssvbDLaDSm1+sSjSPCICSKI3zfkCYWPwgZDoeZm6sRwm5IxwsxNmFv+y1Mf0ywYjAdw3g/wfcc4kEcZZF/o3ECGMbjmDDs4jrgUksSjRlHcWYNNcJKv8f+/g6jccKlRy7yvvd9A8PDId5ggBibT+YYPGNATC7OTb5+28c5y/lz53jPO9/FSy+/wsH+PkHgs7G5ztrqGk8/8wzveuc7WR+sZhbpYm2pUSWg3B0Ki+nc28kV8QbySUVXiR1ApZ/Xe1JRlCXjpOLxOy++ZyErqopT5WFkKQRqYRHNLDFVCVK1fC5W13RiV1f/W1GdUvm/uqUe2Ve571TviYqLrsPhrJ1Yu22aRYidrF0GjBisS3P34Nz6KIC1OCxxnJAkCXGasLa6wgfe+17+xcc/jo1jfOMDji9++UWufMuHONxNsGlKagyHh4f0uh3iOCYMAobDISuDAcODIUEQEkdxNtFhE3zPsH3zBqN4m7XNDfyuxXdjUhvhez28cBXxAmzqIemY0eE2YbdPmvqEYQhkVk8nDovDicVa8L2Qc1tn+at/6S+TOuHM5hkev/IYnU6I8czklvc8D8iCiomYPEAU+c3tceHcOT7yfd+Hzd2gwU0CNEkuarPtlOt7bf2BrL3Th0ZZgKJPd7gZAe2qkyDFPVsRpo1jCgus3n6KoiwDd0M4qvhU3q4shUCdPaRoF6u19yK5u2a1SDVaUn3NorjKcbOao7Pwy4UDa1PIrYZQuvU6ypg0hTVUCiFaIGCTBOcch4cHWc5TIIkTkjjOgiW5zNr4bX/wW3jhhS/yuc//HrF42MDjk7/1m3zrN38TQRByeHiIv7qKHwSMo4hOJ7Ok9vt9dm5v019ZYWd7h35/heFwhPiC5/tI4NPp9OkM+vidiNQ7yGdTuqyuXWYU7yME+J4lGh2QREM8L2CYWIxnMB5EcUSaJljA+CHjKGKlv8673vuNBGEnvxZlsCKXXx8cWR0CmRG5EK/1CSBTFCjWbOfuuvXnpPl+cokV5djMFqcF+f0IVCIKMPOOKzSt1U5cURRFUR5Upg2ODwBtcXcnUR4pXlTcwfJ/kg+uBcp8jUf8U+4/hVtqMwiWGJMHsMojyfoevu/jB0EmyExlbWS+Ts0PfMIgxPd9PC9bI9rpduh0OoRByGq/z0f+6B/lg+9/H+vrq8TRmFvbO7z44pcJO11u394msZb9gwN8P2A0HiOel7nzimFvdw9jPPb29sF4jMYRxg9Y29qks94jlRRrYpyJ8QIPoYuNu0QjQxRbNrY2ODzYJY3HJNEQlyYVS79grSNNLHGcIsYj7HZwzpKkmQA3xuB5Xp7+JXPttTbFpnmgpBmuCJMowUJ2rdF5GuU+46q9cP7aac+sKIqiKA87S2FBnWcnrZZxzXdSylNpObjYVl+HqjxolMJ02tVXcoGaWdCrVnGZpJvwjIcEmWklDMPMyogQxzFxHOOcI0myNC1BEPDIhQt87/d8N++7dpXbN28RDw+x1hJFMXGSMDwcsrY64ODwkF6vSxzH+MYjiZPMFRchsRZnIwK/QzzcI7ERJCnihbj0AOMnJNEIzxeiKMXgMR6NOHNuk2tffYmD/ZsEgY8DbJq583q5+B6NI6LEkuLo9QdEcUIoPmBxzoIYjJhJACPf90CK7KXFWr/SFXr6CazaqPTBUZYBl3tKVJ7wOaZXvWsVRVEU5cFlOQTZZoq0AAAgAElEQVRqkaCUzD2z1coj9Xi8kzWGhnIxU3O84urCVefdH1ZcuZ6t+K6NAVuubzZZAhQQwaaZkAs7WcoUay1xEiCS5RhdXV1lY3ePM5ubWdCiOGK0v8f4YA9jfKIoJk0tgecxHkd0w5A0TbFiESOkNrN6+l5AnCRYAjobWyQH14nMIb43JvAMRgY4DL6B8ThmvLtHp7/OE09d4eWvvALErKxs0mENZ/okVkA8kjQltQav0yUMOyRxlKd+8TCeZAGRkHoEa1eEoSlEamldnvzV9CjKPcA13MtnIq62RKOIyN3syKcnIGd7CiiK8uCyaNAgRVEefJZCoKauiKjqJuvn2uVkESAntwKJUI5XZgxI5q01Ve45mbUyJQhO99Zzth7SsxoQK3P99fPAP1lu0E7uGuuPx4xGI+zA4gc+cRSzv7+HSxJcmrJ/MKbfW8mEonX4viFKUjq5SPWkCEhkSNMU4/nECZy9/CTJeIvD3TeJRrcIQ0FIsC5mnN7GDzw6wRY2Duh1fS4/5nj91VcYHuzhvA7hygZhb43EeewfjhmOUh65eIXU2szV2TMEvo/JAzvBRIYy/Ww0R/g6mFfuPQvddVKP7F6sPW8WURTl7UEzaJAKVkV5OFkKgSr5otByZn2O69YkmONiq+RUnC4XIoYgNPdAFLXV72rW9MwNtpjhEMLA4Hs+nU6HXq9HEieMozHdbodbzpFECWF3hVvbe3R7fVb6HayzdIIOcZwgCNamuStigsOQxJb+YI2w00HYYv3cIwz3b7F9+yp7O9eJRwfEwz0802UwWGclDQm6wvrGRW7fOuDqtat0B+vEO0Mi+xZBb52NzXM8/fxzXLx8hfWNMwxWVwmCYBJxt7CSNoMbVdHnYnFKV2jl7lH23w0NWmH6t6BmQZ3ZhegKakVRFEV5kFkSgZoNRFzL7Hhr+SLZRT24o/JA4JZi7FhMhhRRb4uVmcYIgQkI/Gz9Z5IkrA4GrPR6rK2uYzyP61+9yhtvXKMT+pw9u0XaBWdTxOSW0zhhb/+AUZRw4fIV1nsrDDY2GQwG9LtdAgNCQhKP2N/bYXQwZDwckuYiN/R9gsDjzPlneXznFv3BOqubZ+j0B3RXVul0exjjYzwf68hT5wjOWsDO+dTKSchyvi7BTfuQMBH7riIkZ4rU5nECRSRvl/0GWNyUFbWI9q0oysNNWxqW41hVNY2LoiwnSyFQqyaKiYW0GLdMorC6fJBoJocoyskpA2w176VsHJxFwPU9j9T36YYdzmyd5ZGLj7J96ybX33qLq6+/zvUb1xmP3sQzhsPDfZIkwaYWz/e58OglOr0Vev0VBqsDBqureH6QWW+Bbn+dzvo5jPERZ3HWYq3LVsuKQYzwJA7EYLMMqFibB4tBsC6f2HHFs6EPxamgnc09YbYlNaNcZ166sM82lqpAVRRFUZQHleUQqEAzeUw5UKmsopNyv0zW2SnK6WDzAC3GGMQYPAedbsj6xjqPPfEE3/CBD5BEEXEUEUURcRzl6XCEwA/xgoAwDAnCDmIkq0/cJOWNRXCYfL1s7pQrgpNcbBaBql2CKzJsFIK68ixk6ID81Kj696pYPRUKnXmUSC0jtsvUZKaiKAosHkxJraeKsrwsh0CtWkkn647KEC/1gvmo3dUFbVlC6sUV5USUKnASlIss+JJ1DjFZVOCg1yPo9hjkLoWF2AQzsfQUEadLV9GK5RNw2Mod7KaCG0l1BN66GFJH6PeEwtOj1vdI+WfR6LRKhcpaVI66eq72p0gkVXgKL5KuTFGUtwcqPhXlwWY5BOpk4JHnC8jNpYJMWVInaTJaps3FTZYn6QBFuXNarWWCabGoWdssm05u2cmeRiqM6SjDxYuyfieNcEczb2y940+N6n3QtvBdqIjXe9mwB5viMXJunjTNJ4rE1d7WHp+WSO2ilm5FURRFeWBZEoEKpT8jlcGIbXffqrh2SVs+R0VRlFPFTb9UUXQ6SCXwV2MCB0q3YHX1VRRFUZSHgyUSqC1URhy1wUczD17boafTIkVRFEVRFEVRFOWUWGKB2hSnhRuXJiVUFEV5WJCmW/vd8JPW3whFURRFeWAx97sBiyKV/4tXAogORBRFURRFURRFUR4KltiCWkUqE+INQarrvhRFUd721NPT2FnFFEVRFEVZcpZCoE5iI7VYQx1Vby0Vo4qiKA8zcix33zxFTS03MEclU1UURVEUZYkRpxZIRVEURVEURVEUZQl4YNagKoqiKIqiKIqiKA83KlAVRVEURVEURVGUpUAFqqIoiqIoiqIoirIUqEBVFEVRFEVRFEVRlgIVqIqiKIqiKIqiKMpSoAJVURRFURRFURRFWQpUoCqKoiiKoiiKoihLgQpURVEURVEURVEUZSlQgaooiqIoiqIoiqIsBSpQFUVRFEVRFEVRlKVABaqiKIqiKIqiKIqyFKhAVRRFURRFURRFUZYCFaiKoiiKoiiKoijKUqACVVEURVEURVEURVkKVKAqiqIoiqIoiqIoS4EKVEVRFEVRFEVRFGUpUIGqKIqiKIqiKIqiLAUqUBVFURRFURRFUZSlQAWqoiiKoiiKoiiKshSoQFUURVEURVEURVGWAhWoiqIoiqIoiqIoylKgAlVRFEVRFEVRFEVZClSgKoqiKIqiKIqiKEuBClRFURRFURRFURRlKVCBqiiKoiiKoiiKoiwFKlAVRVEURVEURVGUpUAFqqIoiqIoiqIoirIUqEBVFEVRFEVRFEVRlgIVqIqiKIqiKIqiKMpSoAJVUY6BiDwvIv9GRPZE5Efud3vuFSLyf4jIf3O/26EoiqIoDyIi8mMi8n/d73YoyoOAf78boCgPGH8V+BXn3Hvvd0MURVEURXnwEJEngJeAwDmX3N/WKMryoRZURTkejwOfO+5BInJXJ4Pudn2KoiiKoujvq6IsAypQFWVBRORjwLcCf1dE9kXk60Xk74vIdRF5RUT+uoiYvOyfFZFfF5H/UURuAT+Wb/9zIvIFEbktIr8oIo9X6v8OEfmiiOyIyP8sIh8XkR+YVZ+ImPycr4jIW3lb1vPyf1BEXm+0/2UR+bfz1z8mIh/Nj9kTkc+JyPsqZd8rIp/K9/0U0D3Na6soiqIo94v89/G/EJHPAAcickVE/nH++/5SdUmPiHxARH5LRHZF5E0R+Zv59rm/uw1+Nf+7nY8nPnRqH05RHkBUoCrKgjjnvg34BPCfOucGwH8OrANPAd8C/BngP6wc8k3AV4DzwI+LyPcBfw34CHAur+sfAYjIWeCngR8FtoAvAr+v0YRafcCfzf99a96GAfB3j/GRvhf4SWAD+KfFsSISAj8L/APgDPB/A3/sGPUqiqIoyoPGnwQ+TPa790+A3wEuAd8O/CUR+c683N8C/pZzbg14GvjoCc71b+V/N5xzA+fcv7qjlivKQ4YKVEU5ASLiAX8C+FHn3J5z7mXgfwD+/Uqxq865v+OcS5xzQ+AvAH/DOfeFfM3Jfwu8J7ei/hHgc865n8n3/W3gq43TNuv7U8DfdM59xTm3TyZuv/8Y7km/5pz7Z865lEyMfn2+/YNAAPxPzrnYOffTwG8e5/ooiqIoygPG33bOvQa8EzjnnPuvnHORc+4rwP8GfH9eLgaeEZGzzrl959xv3K8GK8rDigpURTkZZ4EQeKWy7RWy2daC1xrHPA78LRHZFpFt4BYg+TEXq+Wdcw54vXF8s76LLef3gQsLfoaqAD4Eurm4vQi8kbehWreiKIqiPKwUv7GPAxeL3+r89/qvUf62/nngOeD3ROQ3ReS770NbFeWhRheCK8rJuEE2i/o48Pl82xXgjUoZ1zjmNeDHnXP/sFmZiDwLXK68l+r7GfVdzc9fcAVIgDfJRGa/Up9H5la8CNeASyIiFZF6BfjygscriqIoyoNG8Xv3GvCSc+7Z1kLOfQn4k3nMiY8APy0iW8ABi//uNn/PFUWpoBZURTkBuVvsR8nWlq7mbrp/GZiX4+x/AX5URL4OQETWReSP5/t+HniXiHxfbsX8IeCRI5rxj4D/TESeFJEBmcvwT+Uuwi+QWUQ/LCIB8NeBzoIf71+RCd0fERFfRD4CfGDBYxVFURTlQeaTwG4eNKknIp6IvFNE3g8gIn9aRM455yywnR+Tcrzf3euAJYsfoShKAxWoinJyfphsxvQrwK8BPwH8vVmFnXP/BPjvgJ8UkV3gd4E/nO+7Afxx4L8HbgJfC/wWMJ5z/r9Htnb0V8nyqY3yNuGc2wH+IvC/k1l1D5h2GZ7VzohsVvjPArfJ1tr+zCLHKoqiKMqDTD4B/T3Ae8h+W2+Q/Zau50W+C/iciOyTBUz6fufc6Di/u865Q7Jgh7+euxF/8BQ/kqI8cEh9mZmiKMtA7jr0OvCnnHO/fL/boyiKoiiKoij3ArWgKsqSICLfKSIbItIhC8gggEYHVBRFURRFUd42qEBVlOXhQ2SBiG6QuRd9X55ORlEURVEURVHeFqiLr6IoiqIoiqIoirIUqAVVURRFURRFURRFWQpUoCqKoiiKoiiKoihLgX+/GwAgIupnrCiKotw1nHNyv9vwoPNbv/nbzjmHA5wANvupFgAR2i5wdVu2hEjIaqC1/NHLjASpHOgq/4nUa6y+FwSXNbNWj8vbIa58Tf753KRk+dpU6xSpfYps12K3mUjWHiQ//zGOq+Mq53aN01c/Uf7eNdqMkAWJn3dSKL8WS9Hi6XYU53PZBa1W4dzc+0S5d0y+mQWetfZtkt1HUvnOF+henVSefGfz10UdC5xfACdHNLs4g+Tv3FT1RR8GU7fp5DxTT07lmNaWTu102Klayrpmf+a2skdTnL/oU07KdP8ysyT1ouWbss35N2wd5dXL+umyq3S89xvft9BJl0KgKoqiKIqypBTDCZFsYCSzh7K19/mIphCLbSPNxQdIlXMsIAxdm1gr3hdj2EaRqjA9VQqlfMf1wHRFrlmA+geVo089s0DbjkKcth+k4vT+s/h93SxVHOmgNqnRLsTmN0JyqWtAXCYAW0Reed5qc6Yno6DenVSrmqq2MkkykbEtF2RuHUchUpt0Oml8n0X7Qyln6u5Sn5W3/wQPbNnm/OpKSvFtl/fP8StWgaooiqIoygzqFtATjDOyYx24U5eAUv4/51QWV5ZpWmEndSzSzqYFl1L8NrdXWfASVJvnXP31QrLDNayb7k5WdS1uBWoepSL1QaUp2SqiQwrr/Dyk5RUVq37b5ErTWu/y+95WjikFkYhULJT38E5rNP9eu4FK7uUwmaOSsp9euI78+lW3lJ+k4RHREKFNqoK85vHiynMYA9Yu3j4VqIqiKIqitCJCu1vcsSuqycca2fiy6a66WKV18Zc3VMx8I2XloLYyRgoxXRSf7xbryFyBpbhYVfc7pq0iRqT0mDyCuiEmv4ITi+URFYjNLFZFuJETj9+L67qIKGHi0qfCdHko3K1ncbTFz5LdR1WRypH3Q2nDny43bS30mLZuttVfitGy7II24mJmSuZ/5nrbXNk9Vbe3v5yDUH6+uQ7EuQCdXcZKdTJt0uiFWlEWb+vX8jqb3+sRj379eplJ20Wa4jZduH0qUBVFURRFmULyafpiHWbbgKkYfBRjrsaw7vQb2WxPTVge58Bp+VwKraMrqg7e5n7qinBeVKS213Na17bhZlnbfpJJBOXhoXpvyALiNHdBdc2JpOkaq0fNfoKq3gBtxzWPvVtWVcknhe60rlK0NXvKtrpLYTdj/xHvp89dn5iT6uM86ZeKySiZbuGs73DeKoPaBsGYxb04VKAqiqIoitKKTEyR9VFHNtzJBZw0AxLlYtbNG2w2ajtt4VMdn7WM97LPYbKdNXe1xQZUi6w5E/KqTdmGOxKpk1qPW3beCZsXanr/rPZqWLKHneoXv8iNW/QS9UMnHuonIj+w8CKY3HRt7qmzJlvu4Lwn5qi2tLk3V49ra5I78cWc8iGZPPalF0q5Y744b1p7Z01MLrZsokQFqqIoiqIo0zQiWVYjZdZDgjBT9DU31mbpG/Uu3Kxa/Y16mp5priKcXSFEG0cVY97JpsVa1DSETB3TUkl1OF2Mr9tE6pHWXyeVMXm98OxAK8UBC04azCl33OBWypJzrO9zlhVzwSNl/qHz7t/JelOpPn/N+z8/VyOC9bzzOJeJrKMuw6Kxj2qewCKUWT1dYzJrfhunLa3lMXWj7rzJwLY6mu2UqXtgekqSyprfxhkqItWYqmCtWs8LN/HFUIGqKIqiKMoU2WCkYRnN/zNSnw+fHtgJTeOjcyBt6RuOqXUmxadEnbRtXvgcztmFLab5CReovsU1z9Vft1seFxi0VsarrrFbRMBmron1AaVjruWr2hhpHFc5wUw7kOrWB5KTfG2ust564RqPEKdwlEC1pQCdtRZ7KgjTIp+uKRqPKnMUbXXkilIKL422MotaUPOOucW7pVldGdG8blmWqcBKs8RyY2JLAGcb/V9DIBdRnPJtRsyxOwcVqIqiKIqiLIir5RNdxjWJzfFtU2TfPWa7vh2dSeYk7ofNGtvcGrNtzmVW7naLzwwXvIlX9nEsrfXW3Idlx8p9oXLfTcRIQcNiN7mnqntn3/+z3eVz/4tCJ4mpl5WqgCqEbvvz5RoCsQjmM99CWqxFndG62q5Zn89VCh7Hkrrg83iE2/VxcjdXz12dFJR8S32aqtl+m58v/7annVuORAWqoiiKoiitVMeeUvm/EGdtA7qjxeAs68IJGtdW00JVzWjkXVOziww2293yFju9ox4rt2oLaVqPqgPiIwawrnrcbPE98/i5tSsPH02R0oab7Joq4ShnRsTRFu23PNLmInKSWXmyq7zL5zoPM/sZKHq3o0K7ncS62jinNJ9JGtbFFnFbE5ali3V7+hdXeZVPVNUqOmpybPpbkEqe19wmOnWuavvqyy0WMJu3oAJVURRFUZQpShffyoAIsvFGPiV+XEFSRMZtYk+Q2L6wBrQ6pc1tWHtUUUEQc5Qwaz1wvpfd1HHNwuUMgDQHoVMnyu0XRVobsjVhRjxczZ1XqK/3ygfJC4jLWS6WriikVlKFhmaayqfZXKvYYv2fWnx9tFdBdt9DcW+LFIk1M8tk3dXdMp3794ibd6p/ylPMTEXUbabDqe5rbqsXrE/01Ta2NajxtyI1qxbi4uFsCNnyXEccPymXfQapfBVuInDLjfXlH1Jbv9u6RvUEU1cqUBVFURRFOT5HjifraqZV97i67e+4tGrGE1UnR5ou22ySk/FhZePkZe1F2ymrbpLFZ6k0vrCqSOMExe6KGM2iJjOxXFRtKNmONrfCNmavwRU4Wbpa5W3Ggvfa1HNr8m2FqGvei2ZG3tOWCZ+Ju28hYPPn54jASVP15JNB1fezy86vZzbtAnL+JNW8ZhTCvyx79LxStWz1IXcVIVu1QFcDSjVqn/RX+fG1syzee6hAVRRFURTlSOpjw9x5rGW8USSiL2bYT+YGfIL21RpYDLaOdtpr1rFw26b84FjECJTtnoQOdpXilUFqdSBdW7PWtKi0Dz0zm4dlko4DcovVvKHqPOttvYSizKdy383qBKrMcEwoapp3yGJPd316aVY02uPRsIzOWPPqpos2mPVUVUVmm3W22NziZtsSkEhkdgKY+nmYsm6X16vtM9YF+GSSrDGL1zqZOAcVqIqiKIqizKQp8ibDDSkHI7Xy+Qy6o7DqTdMUgsdOW+Iqf6qT97XZ+0WsszJxU2tz4W2mpKnpz4axs3UAJtNj04U+aauObBOnzcKVkeHEelQvLtUBY2vD1IdXuQuUPp8tO1usngCYufM+zRmgeq9kalsdtuqRm2urouNwM/sckXzJQc37oWUSqOoHO8MK6iZeDe37mp9Has9g/mmcmyl+GweVVU11OplFWipish6xvNGnSP1Y56qW6KrIt9Qn2YrPVZ+8PN5kQoYKVEVRFEVRWikzGZQz6tnQKR8F1VRZ082LmWMqXOku2iZyj25YS5ULWi9nV9Z24GKVZR51lbItRo3i9aSZU+K16d7XEMtI7jDX9kGPMt/mbnnVa906eaDiVLk7lLfZLKv9LMu/1HbPiwBbTrXULYCl8a7aT1X2HGHVFRxu8oAWdVRmxZprZ6fWupatq/eP1U8yr4Os1jGrM6n0v1Oqvm4xbj/+iHPPKpo321Wua3aZ20R85WBxyDFSzahAVRRFURRlilqavWKgkQ9CXG49LWf2XRY4aUGB02JQuCucXkqZnDkfcf4gOqfivXv0R68eaRBTWECkYtGYQ2Ud2PFFu6LcHTItuHjfUB6YPSxtHqxTczFVB4JqYVeKozqzn4lCk9bEcrXwlOjNjiosh7WPUNPBzX3zHsryvDLXLX/e9nkTbrMs2OX78qxSWlurvwWTP3mm1eLz2IZWnQj743VCKlAVRVEURZlmMjueCSJpBBiZzoN3HGfWhqXjLgrVanTJ2ZxcsU0FHz0mUk2TIblVdJ7ozS9tfc3crGBGbVapcvNkeFqM3VW7KveMphluFq78O+tBk9xqOUf0lN4C1X7LLeD2X61k0UjAeadTdA6TvrJwhS3aMYv8szpof7YXuV7VdtNwKZHp/XMe/nLysWI1rr1oenc0jq+mvzmha4sKVEVRFEVRphCRIt96ZWM5jmqKwKbX3DwDgXNHl7kTjrJOVPcfqWXv8vnLgZ/MFYhl2pts8HusmC61aMDVc7hJiiBFuVc0H4fZFtV5N/lxbtqK1a+GBWcrniH26HpbRXJjm2QTTxSpnxptPnrCrKhkVjlTlmmlxcw8Jc4bZ2u1BFdrdGW9Um4t/yz4feSpe44blEoFqqIoiqIo7UguaNxEUmVrsypjoOZgbDZLur7xBCp5kdVjR5y05f20pWH+oG5WK8qBZbsB6nhrwRTlTlnchtZ+v9e3Sum9UayLr0265CKxdlDxTOSCrTUi7UlEczvVoEaL6bIFxOvc3VU32mNYLKvuFXNpCnJ3/MsiDk0zoyiKoijKHVEGwSiC8xSrsmSyf+LIJYVr7ewZ/tZ0MxwvDczSUHjlnthFtroWbJ7cPdpNevbAuqUGEcS5E7ZZUU7Iybw861UU0WIn/ukVZOrFjEYImTUydw1xZlrcnbiNFYtj6767TVuHWvWckNnl7gYLrnOQmW/mowJVURRFUZQpxMnElbe2jiofl5jcha4uUmcNWkq32ixtQmXXSQKotJ1hpjguU8gUKRtmppjIKjrGSVl4TFt679nG1tIVUURqEwCLMW9gXJ5Hql+UotxDpjKhNFxZs8meY9zvxdrQfM2nYHGYevDa+hnJnrPC5dbUBJZzDjHgnCmz4+Cm+rPq81mt27libWtl/WzhxXDqj5uc4CRCLUfy3WyNKaotrnV2ZQzmWJORKlAVRVEURZmiNv/ujrLT5cdMErrfWZnT4tj5VpvH5/FP8qFXuWysdo6ZJ6cW+KXhjjd92Cz33ZZ9dxK1SVHuM9mTcIQnQNNld7J+NBeC1WeptZp84qdt5+RxmqgrJv4drhCabeJ0uoHZest7MAl0lIH0SPfdI/qMSQTkZlmZetvqAlw7y/H9ZFSgKoqiKIoyhSvC4RbitMg7c0pjr9LCCndrZr+Z4P4ogbrQxyvihhSXYyHRWxzkStfoGePxoz95s8TpWEIU5V7SFkiosKy2bG2h7K/qFU8/L7UuZrKMId9bFZc1S+CsNaUun6gSJvG5K8ctzrxnuGVt6ZH95NFeFbPKCgLGNG3cmaU4/2yTfi9fjzotQe+sT1KBqiiKoijKNCL1IUahsbi7cqgZ/fdho3R9lqr5lZpv8LEtLtOuhIry9mLam6DQhY0g1iz0jEw8GuqTWvX9s9pQacek3Elm8o4SqdW/dzJbmH/GqnvMpAltLsPVa1PdfHp9jwpURVEURVGmyFzh6haJI5zcsjJH5JfJrI6msqm+JrW6XrS2dvIYNC2nJ25vrVzWruYAeJG6a2ltiryKJ0xgX6kof+GmNxXvT3j9FGUZaK4Jr69VLdxxq6Ky/WZv2gdrW2vPX6MOkWbpyruqCpZKmeozJ5M+bzYLpLqp1dB87ucdKxVX3erad1cX0rVr4Cb7Xa2PKvqy4jBXsRRXr5OdtK3a72maGUVRFEVR7pxsMRVUxZ4tzajVNWMT1zamhn/TdVKOMYWseuvahlnHE1fFMHXukqw5x1XfzzrurtoLpgbGJ6l9+hjVo8rDSrnUIBdRk8emxZI5taXaQxSRyZvlFnMmnnWeo3uhIziWRfKY55h4b7QfN3Fhzl+368lG7178RpxCr6MCVVEURVGUKaZTwOQRcCm0VWUmv6JOJ9F+K8dVa61ua7MLVIveuSCsDJ6qS7c4/pCq+rGO3642l7nTYf5QXVEeZPL+Z7Lus96TVA2X5ctpN/jcN6P1OV7MsWGeOG2jrde5k95tbs/ZUrZw6c0nHNs6W6oWz2mR3d7ylvoyhZu9dHmdzmVeM8ewoqpAVRRFURRlGlfMpJcC1FUStNdT7rksPyHUgz9SDikzt918Wz6mmYxX2kylx3QJE6nbP6ZfS7lGjcrkf7OeZjMqxzQLTcnOtkK11/WBaj0wzF2Q49WB+ektD1OU+0TZgUz3GIvf8GWPdDe9Imb0PlKXwvU+pykCDbOoucgu/HC7yXKHTCdmwY2KicdJ/moMDjs5xyyn5PqU5SxLbOMzFB3o1MTlfFSgKoqiKIoyhRQz7q4i6HA4cVkO1GZUX1fMlJdOdM0BiQDWVSyxE1vGNG6WgpzT4pnbpnYtLgpnebEV4n36Ex5VW30gO6lnpludoihVyq6h+cAc5eBfPnvVlFGn/9hVLZR2jvts+7KGrHwzf/Jira6ux6+viS9FanaS6preYlvTotoyOzlxtS7a33CTLoysjtbPNgsVqIqiKIqitOIQEJelXpDJlmLavdR/zpTDGgfSOsNfBEiqDBKLAxpbis0nHThK0+I5saHWHJOrynvq+NajXX1bWeykjsOlZaR90HryehXlbclEcBXPjkOBwI4AACAASURBVGHykDupiat6XmMqniKzKj/J8+gm53S520jdpjot6O6E1nW0bkYf2+qWLLU2y9TFmNfAtkm2MjXNcT6bClRFURRFUaYolwwVg6liwEJpwqjOnGMrw7d5A7lZ66fa1j3diTBrP1ZqL2TGeGvR805bZhY9Yvq0s+pou14NS4eiKBQ9xswnozpxVgiw+uETJhNYrvrEtgm6BajM3lXdi6v1L/o0y4w+Z+J8e2TzZp1p9vbFP3GzjpP33ypQFUVRFEWZxhVrjmTiolVDssFS1U1ueu5+1oCu4V5WdSKurFO9kwHOZC2sY8rtDMrPc2e2yRMMWEUmgUOOd57Ka11gqigt5N4eMyfB5j83Lca/I485msKtNn9XrOOX3KW2cME9oj8wpipMC3fc6lnahO6iLtAt+06U/uru9UsqUBVFURRFmcLhcnc0mGtpdOSC6bhWvSL/36wB5d10a21fD3vndZ6srbNzAhZ1tgRLacl7qijKUc9e8xltf34mT9dMR4Y77DEaz7wrUuVM9X+Wtue/bYKw1WLZbOdxmn2nuZmn6jh5X64CVVEURVGUaYpAGgvluTuOOK2WneUSdnIRNrEzFOOkxvbTYVZ77+SsbddUxamilMwIKnSkRXKGSK15bbSt2zxp/9TiTtzaluP2F9UJwpZ9U/W7yuaG63KL+/PU4Sfm+JWoQFUURVEUZXHaYmrMKjPbHDHj9bxKF0dmvL5rtH7mqkWkOTg8qbvcYgO7ybrgynk0rJLy9mbeE9AMFJRvreoyaStbL1/sXcxG27a9rc9oO19Lf+Ka+6onmNGCidV13rVxdb1bpBqrbmoaWl0lUsGk+vpVkYnHzGKoQFUURVEUZYpiWOHyQVTrmtBJXtRp1VoWz9dGTVKpzB++lWkRpq2rk1O54wx17q5Yy9LoSJYTtlJ/9lEd7akZGu7Fc69DteDRZcSV31XtLKpQlbcp7cvXZ1hNp9aiN7KA1vq3aXHa9ne65CTzaKWPqFgta+do1tL0NpmxBKBaRyVfdTuubAtk7ckjHEutb836lCLBTREEuejZyijIrlzn79zUJcv6x0U8cUpUoCqKoiiKMkWRvD0bhRzHXa4Y7FStAotyJ+5u95PKYFMsWU7B43A864KivN05Tk7NE9V/lDWyKDejRN2XoShla4WnjxMgZVqAOo5cH9pcoz55P6t8Ja/qpEh5TBbHLQ+SR92TeHImma6iVk5oiOVqLtf5qEBVFEVRFGUGguBl1sITJeibXkN5dADbpkitWypdIy3D/ZB1VU+51o9Ss6QuSnOtmK43VZT7wfSTu9izeJw+KRNymSdGKe4KO2vTakqtP5k6z0QQnrTPcLO7G+dA6t4ZhfdHtZtrWqLvtPdSgaooiqIoSguFS27hMle66hb7cZLNr0vp4uUma6PqFDPy2etmXdPnrhzJlKvsbF+6yvmOL12LY2Yf66beihSBWhoCM2+viNCeAmIWVbc+RVFOk0X7iaxbm/1cVtNaNd17Z9Q2KV/fNnEGrmyTmT3C1OrUKUPrySYWXfWcztWuk8lfW1faV4uJx6PtzYuhAlVRFEVRlGnykVYhUktXNUshTieRfmtMLeqq7DrOYKlqJ2ic54hqTtf97zQrP5nl9HiruxRFOS0Wc5xorvXMBCHUt9VcbitbZ7oVV+usOnEs2KdUz+HyxaPl5FrZy2SeLMyceGu9BsfslI+7SEJRFEVRlLcBxfCorildbjHMrIYiIGYqPM9MFrVW1AdptrJVJnL1JCtc7xyZeisz/XxLTtMmeqfpGRVFuXOaWVrmacJZ+6TSx9XJJwUByde334vHXir9LRPPmLLx7uiur1buOH2VWlAVRVEURZlCxMtmzWsuaNWoGI0IGbZ4KeXfyfokVy9bGFmnXH3LeI/1A5gcNG1puDe0RjEu9zIJjDQJknR6Laxe2+L06hV8fykG8Tph8HBSXebQtm/iZEK5lhTmidHm++pkXBtFp2nvSs/S7EOksjSjiG00vaJCyntcQPL1qc3rUl2bKsUyiMpHWAQVqIqiKIqiTCH5lLerDZrmOJNOj7gqL6XmMjZz7Wl1Rt5NWxJOQ4MdbdVdNPRJPkxdSKE01tQeFxVBy4dOELztmRUbbfHHdSF75MLHzYvVVhWMC7nkShnNt+pWI81DmnOaDffkRVGBqiiKoijKDPLgF9nLUzpDxWWsukPAueoqp8p0/j0TA00hedSJF3U8bgZUUh501HL69qbolo5MQTqTk4rT8vxt7ZlHtc1HUa1v/qRenqImn5Dk/2fvvOPkusq7/z23TJ8t2qLeLFlaVcvdWMIdmw42IRgMxpgSMGAgJAR4IUCAvCFvIGCDHSDYtMSAjW16sw1uuEq2rN67ts+W6bec8/4xM7uzVStpm1bn+9FqZ+e2c8/c3ef+7tNUb36tFqgajUaj0WhOikIPPFmI4FJiKBk51qNggOhTfb6NqTNx4I3YYEctn4/j9fmOTnaq1kYazcRTXpNIiRHXJhp3BgvfHW6off7qDfPHZsh9lEKBjwMtUDUajUaj0QxAGKX4sGLFD1UuFtUgEWDD3ICUVYME+pRoFAiUVL2vB8l5FX3uosoqW55gud5jt7mhbHlxbOWVT3pyTHt8EAx+5zacR7WUU3Zsb2r/G92hjqTRaCaenpxLMXq/l33z+Pv3Je15u+84GOIvyiDjGj7HfgTjK25eCgEutaI50YrqWqBqNBqNRqMZGlW60egVdWPbxgUKtzn9Gw2IgkgsenNPVJz22eMJ76JvUaeB7x3PfkbmZulfE0mj0UxOJtPv53iNpRjNW5anOrhgHim6zYxGo9FoNJphEPQRYmMctyb6lHssieKysfTc5YzGOMrqUx7P3VPPGPuPYXRCdjUnQr/r9AQZ+OmV73MySQ+NZnJR+k0xitWSTuYvofagajQajUajGTHlwWV9m7gPvd5Q6wx5DNFfaPR9LUZRJPfpltMvzK2vl7ZfKG5JpA5oKaMGGf8oD3TKI3pdMse7XQ/Ht20pTU76EssykVIhjH7X3XAVqDWasUSU/93tv2xcRzIyxEi7Yw+OFqgazQSy+cUXMAwTYQiWrVw10cPRaDSaQejXDqWnuEavN7NQRGmYRMmhq2cM8t5IcztHi+ErUh5T6PTpe1rKz+3d52jpmcl4DzqVEEIglcR1XZSSGIZZDFMs/yy1ONVMDMf6KzXZONkxicnwyyZG81GoRnOK8LrXvo5oLMqC+fM488xFTK+v57Wvv3aih6XRTAmU0k0fTpYtm19SPfcIqpQRVFYoiOGLDfVpBK/6tZPpt36pSNLg4ZSj/1GWi47hclkLy0p9YPuee7816elej0IIc4j1SgWXygowjeAWSKhC2NxQuV0aODHvaeEzU4AvJes3bOC+++4bYJvnz5uLaSksw0IIE1+CkqOTB63RnE4sXbFyRL802oOq0UwQL2zaQleyEyebwbJMVq9aMdFD0mg0mj4IxAnlEfURpyPfaASe1vEUBP0H078YUt91e/rFjtNoNP05nhkSPZso4NDRw/zghz/mufXryWRzA2zzm6+7lrr6SurrZhAORQmHY0TCMeyAhfT9sTgZjea0RntQNZpxYOfW7ezYuYvbv3U7GzdtJhiOEI5GyeYzpJIppJTEwiEqYmGE4XHJuss475zzmT9vAVddc81ED1+jOeXQHtSTZ8vml3obvqie/gEgVG9+6RAe0iE9S8X1BnhQlSoG9JY8kT17ole5DhfyOzwDhzOcB7V0HAUGCGSZd5Six7Pv+AUCIXpzUY91+QmhjsuDCmAMyOrVnBiFz0oqhWmYJ2ybp1XXEomECr2Ch314odFoSmgPqkYzidi3fz9f+/rX2blrN4awMDFQno/yfaLRUOHmRwk8aRAMxNmwcSs7dx5g/py5Ez10jUajYVAh1V9Hnsy9eb8014GcbLjvSLcbogpvuf5Qg4hkUco1HcrTKznZCrM9LWlPeA+aEqU2RSdjm195zatYvnwJpmWcYEGngRzr1+iYvyYazRRBt5nRaMaB+37+cw4ePoTruiAEdiCI5/l0dnTg5h2ymSxKSnxf0tmV5MiRFpqb23jppU1ctu4K7vvJzyb6FDQazWlKj6dvFCk0sh9QPreo/xRqUK/ixN2aF2agf55s2Zcq//nYe9JMBL2fkZKSXC53Urb5jjvuZPv2HXieP3ofqb40NBpAC1SNZlzYtXsP2ZyD4/n4UuL6PrF4nDWrz6KqogpTGLiuR1d3N64vSWUytLS30Z5I0NjcyF8efZS/Pv74RJ+GRqM5DRlpYKkQYqDwHH7Hg708xpujy7EOIYr/95Weg4Ug9/8ajuMTqYLjmNNJhIAej2+hCNZEn4OgcNsrME2bAwcOjYptTiaT+L5XKn91UiMcPjJcFPpL9oSkn5xHXqOZzGiBqtGMA+2JTkAgTJtwNMbMWTOpqqoEBLYZpK52OgvmL0Bh0J1MIg2JK10c6eFJl02bNrF/3/4JPguNRnNaciLFjo6Tvi1qeiurjhUlMX3McrilkN7S18j2PoJ1jkOknmI6xBACA4GhwETi5/PkMmmMCT+HXqlvGBYbX9o8arbZdd2CGDfG4cPqCSXW3njN1EULVI1mHPA8H9u2CdoWyvc5cvgIyVSKPXv3EggEmD9vHp7n4zgOKIVlmJiGge/7uHmXpsZGntAeVI1GM1VRIJRAKBBKFb9P9KDGCFFsW1N2koUiSxOu4E4aASAVvuthGgITxdEDe8mlukH6Ey6nVPFRSDqV4oUXXhg125zPO8U85LGt4ywnQWFTjWY80EWSNJpxIO+55BwX13XJ5R0My8THJ+86BCNBktkUh44eQghFNBzGFKJQul4JXM8HlWPjppcm+jQ0Go1mjJkMoaDl9C9bc7Jeq+G3LbT1OYVFiCp4p7s6EsTDQaJhGzfTjWMKlDcNwwqiJlSIC4SAlrY2Ep2do2abW9vaqKyq7Dn/ydAhQ6M5ldEeVI1mjLnggrVIKfF9H4XCtEwQilQmg5TQ2NJE3skRDAawbYsZ0+vxXBffl+QcF19JlCFobmmd6FPRaDSnKT35pT2hsaO8f0OMisu0ELUrBo53xNsbZdv1to0pMMYldFX/UOdTE6EgHLBJdiZIdyfw3QxC5nGyyULLHgRqguKWC8JR0NnVQTabHTXbvGfP3lJp4DEVp5Pp0Y1GM5ZogarRjBE7tmznzm/eSTaXJWCZVMVCRAIGppCgCkbRybskOjppbGrCcRyCwSDxWIyKigqkkmD0pj3lnfzEnpBGo9FoxgTVE3x6iiMKHudgMEA+lyaXSzFtWgWGcEmnOsmkkyilCuJ/Aj2pba2to2qb9+zdUxC6UpapSC0nNZoTRQtUjWaM8KXH/oMHqKuvIxIQvPdt1zE7HsD20hjSLeTjKHBzHl2d3fi+j21aJFracF0X13UwAUOBlApDmBN9ShqNRjNF6B+qO3Tobo+vT4xmN5EpIEYHQaFQwiAQDoMhSKWTKCFJOzkyTo6XtmzmaGNjsZjQ+FLwrqsxsc17du8hm80VvPWqFKZ+ilW30mgmEToHVaMZIwxAOTmWzp/NE7tfojoa4PWvupz1m7axbe8hWroyxVwcAVKhpMJ1PJycg4/CsgIoBVKB7ysCthaoGo3m1Gfy5FkONgY1yHfV87d6LOXGkBHOp5jGkcUAXhdBU1Mzlm3y/MbNHDjSSlfGp65uOu+44e3MmzO7UBhrnKphKVUILx4L29zW1kZnVxfRaARQ/cLKS68nwzWv0ZwaaIGqmRLc9u+f47n1z7Npxx6MYJxAqJKqijgL583l5htv5PwLzxv3MQmlkG6eM+fPpnn+bIImzJ8znUAoQEV1FX969Blc1y8YuaIBMwwTpcCybUxToXyJME0UCikli89YxJe/9CXe8ra3jvv5aDSa05zRqF80zL16KbdVjWv3jOLBBIO0kVFFr2lJTouiiOxfOGn0GGQECFUY2qmkUyUCH4NEMjvANhudSX7xq19z8403Eo9GUD0WcBxQEqEYddvcnkjQ3t7OnNmzhvHDw2DXzWQoCzYZxqDRlKNDfDVTgls/8QUuvuRqApEqOroypNIZ2js62bl7z4SIUyh28fN9AgasWL4UJV1SXe0EDJ/Z9dUsXjAHQ3kofKTy8fFxfRdX+eQ9F6dYjEEqEKaBpySu73H4yOEJOR+NRnN6owpVfCY1SpUK4RzHQEVp/X7biInvNCnKv49xjabRoDCVBbmzYNES1l169ZC2+Z6f/ozu7mRpy3HISVWg1NjaZlGKAx/5VTO2fnmN5tREe1A1U4YPfPAjfX4+++JLyOYdLn75lbz66iu57g2vZfnq1eM4IkE4HCIcCRAMBcg5eRzfQypFOGiyquEMMrkMuw834/oS6SukYWIY4DkuhmFgGRaIwlNbJX0QBgcPHhrHc9BoNJrTBKF6e5SqyZM/KChovskxmpGhlAIhiMWruOKKV3Bmwwq2bt/Jrj37eeLpp8nmHZ5+bj3Tqqu47g2vBaPQB3fsvNOiKAQLjxzGyjZL6WOI0nFkz7FHMr6JeBRSKDxclMi6NY5mEqE9qJopS8AwyeZymLbFY08+xdPPPT/OIygU1DesAIYdIOc4BKNxgqEgliWpq4ly3uplLJ5dw/S4xZyaKDMrI1SHA8yfMYNLL17LvDmzQPp4noMQ4EvJ0cZGXly/fpzPRaPRnO4IxqC9TI9w6PfeCbSIGfY4ou9X36MZPV9ArzhVopAjiVEY00TcvxcHO9gsfOe/+9oB1/VpT2THYVBDowrTxu59CVadcwdSSqTvM2fmTK667DL+9to3DmqbTSuAKrb2KbT3GU1E0bGpetrMjJVtdhy3N7+6z4U20b74YZjEQ9OcvmgPqmbK8swTf2bVOReSt2183+fnD/6Kn//8Ad70pmvH5fhSKRIdndRffAHtbU1I5YAwkEphWwa2bbBg9jRMdQbd3V0EQjHyniDrWpx/0SXUTZ/F7//4R9ra23B9FwDTNDnaeJQ15547Lueg0Wg0PYyFC2/c6scMlt1Zwuj9ecA4xBCepZFMRmm7kU9c31zAoYM/33z9z+jqzvG+9/TaglVn38FX//0aXvPqJSM+HsBd39/Av//Hk8e1DcD2zR8ectlrXv8/PcsFgJQIDCpiMZYvWcLzL77YxzZXVlXTsHRJsUtNaRYUb77+Z+zf33HcYyvnuaf/rhj6TbHu0djZZs/3CBGg/EJ6/y2/HHZ8/3XH607q/E6GwvWl1alm8qEFqmbKsmnjFm6/804e++tTVFRW0pnOcNePfsz//uSnnLPmLBoaGsb0+EpAMp2lpnYm9TPm0np0D7lcDsuEYCiAbZtIleeCWUsJBkN0dqZoak3iiCqisQizZs2kYelSNqzfgO86+I6DMi1aWlrHdNwajUZz2iAUvcFkvcJokBVP8AAjv/lXYphKvv3YtLm5j0DMZApC6XjFaTnDCc7+NKy8fdhl5583m3fcdP+AZTfdeC5//5FbB7XNN1z/t5yz5ize8fZ7+dH33wRAKuXwoQ9eyDvfseb4T6jfOEueWYUcM9t83gXfwzR7+xFteelDvQK05FEtPvDYsrWF62+474TOS6OZ6miBqpmyrDprBU8/9SxHjh7laHMLEkXOdbn3/gcIBoNjfnypFMFQmEA4QsOK1bS3HCGdasMyXYJhCwOb7myGQ21ttLQkaE8k8X0bZVYTiNRybmUlCxcsJBaJkMtl8DwPQwjSqdSYj12j0WgmC2IoJ+bJ7bXwbdDypUOJ0ZMVqSOIpRxBSPPt33oGo18f0XMu+C9geOFY4niE6PHSsPJ2rrl6Md/42qvoTua54GXfKTueQCnBslXf4Omn3jOkbf7B3X9TaAkzyFQ0rLz9JMZfCL4dS9u8rCHO/T+/CaH6XliDjfuRP+/j6qsWneC5aDRTGy1QNVOai152AQArzjobkxC5vIUQcO/9D4z5sZWSWJZJKBggEAtx1tnn8fgjv6Ors4OKaVXs2b6PbbtbaOr0iMQqicenEbQNAr7B7j37eZVlEwqFsCwb13GRyEI+j6fDcTQazenEyReQUUoVtd9g/Sn7H65UrXgUY5pFuUgdYpViSO+xjvqtO5/tI3aamgsPLY8l3P77rg38911jV7/g+hvu5fzzZvONr70KgIp4kE0v3NIjzn73h51881vPsmvLx5DAW667lq/859cG2Oabb3g78+bOBiX53a/fflJj6jsnqlhwauxs8/VviSGlwix70LB7d4I5sysGjO3hR/Zyy/svOKnz02imKlqgak4L3vOum7jrhz/G93wMw6CjK3nsjU4SJX2mVVdiWQLp+8yet4jZC5aw4YVuNj61lc5UllhFPXW+Qy6XI5NvI2tIbMMi29VFJpUkGLSZVjONA4cO4PluocAHBrd+6EPc9s1vjvk5aDQazVShWFh2BCvC2CTcnvzDxQd/sW3Ae5ddeTfPPf13x9z2P7725Jh6T3/yP2+mqTnVI5hL/OXhd9HUnOLsNTPZszdBY0sS3/eZO3fJoLb5p/ffz003vI36utpiZxgJQvHAA4Vzf+Ob7hnxmB78eVnPcAW+74+pbW5vb0cphSoWZgJ4/IkDXHrJggFj276jjSuvPOO451mjOR3QAlVzWvCxj36Et7/jJl7YtAklIRgOj/kxXcelqroKz/MxTQPDDrJk+Rp27mukO72feEU9sXCY2miUoG1hWgZKKDKZPO2JLn78/bu4/BVXY9mFcvYIge/7CKQWpxqNRjNmjFycHp+MPfmKUJ/8Pw/1+fnDH/0tAPFYoM/7/UNKHccfcp+uK3u2OVkuu/JuLhtEjPUsv2QB//y5h3pmQCrFWStW9LHNB48c4Yf/+xPe+fYbqKmeVqjsi+Izn3uYT3/qUlYsq+/ZX6E9iuz5WZU/gVCl1jXFMHEBhmGQz+XGzDa3tbUihKAgUQvFtx5/8gA3DpFDaxrHcQWNTay7RjMp0QJVc9rw4x99n5e//HK6UmlMy+Kq112LoaBuWg1/e921LF+6hDOXnTlqx/N9j/37DnLHHf/Fze95N76f4Z6f/IzDRxqZMWMG82bPQEgPmUsSDgcwLRPPlySUR8qUHNyzi580t9Dc0kYsFiPv5HByeUxhjtoYNRqNRnNiFPJAi3VQjyUcVJkQGaQSUk8LnxGkqJYf6gN/dz63f/3VxxyraQr+7ctXDboskciyckU99/30LYMuf+jhvXz8E79n4/pbjnkcGFlV2kKKpkAYJkePNvK5L3yxxzYHAgEOHDnKnd+9q8c2+56D70veccOanr6whiEQShU8rFD8KAQIAyUlhigIRCEEwih5NE1SybGzzYcOSdavbwSlOP+8WQghePqZw3z3228Y0dwNP2knvwuN5lRBC1TNacXjj/+Z8y54GYlEO5lcjlAwSCad4a7v/4B3vv1to3qs+39+Ly9u2MDCRQv49a9+gW2aGEjmzKol1d2JpfIEggG6Mx6dXd1YAYNUJk06lSFgG4SsCAqf2oo4lfEYOcehq6ubXC7P0qVLefyvT4zqeDUajeb0oX8LmJLYLBUyGj4btKcbyjFVQ7nX9ORyaUte0XJP5/JldSPa1jQN3viGZYMu27GzjdqayJDbXnXlGeTzQ3tgy3niL+8GYO2l3xvR+lCYlYaGtQSsh4e0zcuWFh4eG6LwuRhG70MBURShBRRKFooWSeni+R6ZdJpksptMOs3r3vwwn/xYeMxsM6qRn937HL/+zUF2bf0Ivi8LOanH4ykdEq1QNacPWqBqTjuef/YpFi9dQVaC9CVBO0B7Zxdf/cZtfPzj/8RXv/qVUTnO0YP7iEeDhG2Djc89zexZs5lWEUdJj6it6OpKUFlZSTaboT1xiJraOM2Ne5g1ez6hUCWeF8J1bUwzjxkIks3nwXOYXl9HOpselTFqNBqNpvzG/+QLMg3c98mH9j7x5MFhl3d25rho3XcHzTFddfYdfOiWC/i795436LZPP3OYz332smH3/5lPXTKiCrq1tQWh296eGVm+q4Jf/GoHv//jLi44fy2//N3vBrXNF11wPgBLV3z92Pss4x8+GCIU9ACJkhKlxt42Z9N/BBr40x/+wIUXXggMHT5den8sc4M1mlMRLVA1pyW7d2xh6cqzyWdz+K6Pa3kIFI88+gQXvuwykJKqijgoH9uEc9cs5Y2vu4ZUZ4JIKIxA4nlZ0tkOnvjr8/jSRimBkhIpBXnH59DBo0g3T8g2WbxwPpWVVYTDQbo7EwTjMaKRMI7jYNsWrpshFIqxYuVicrkMye4mgsGZKF8QsAxs28TJ+lTFI4RjIWLRIGetaGDm9OlEQ0HOO+9srrzqKi645BUTPbUajUZziqD6vS73ppa/1+v9EgNejOw4otyDOohOFcfQxevWzhtWxFy07ru88Nz7B11WqqQ7lEAFeOtbVvW8blh5O08/8V6qqkI97739hrP48r89xuVX3c2fH3rX0AM9XgQYxdzQt13/FvYfPMiWnbuGsM32Cdhmr49t/sf3+xw6mB1T23zw0CFeeYXg4T/tp6ujmWcfezPxyiqEGQBh9BThUsX/RyP3V6OZamiBqjlt2bH5BZatPAfPcVBSoVB4rouRzVIzrZpsPkfIshAmzJs7g5ppEch34ua6MA2B8jLU1tgETIfOVAYpwfcVYNPdnSeTzhGNxJCeSyAYJ5vPEIkHMW0D5fngS6TnkUp1EgoZLFq0EF+mqaqqoqkxydEjaVwklmkQtAyU7xAOmtRURXF9OHxQ0tHeQXR2HXt3buTMhTMmeko1Go3m1EKovjmhg1bw7S20czLVfcUxPKgnGwQaDttDLjNNg2/e8SwfuuXYbU2efOw9XLTuuwAsa6jjgfuuB2DbpkJ48Vnn3jGifNTjEV5XXn4G8XiM99z8Lj7/5X8lmUxPKds8c84CqutmEwhG8KVClolUQBdA0mj6oQWq5rTGNAykVwj9cdw8ecchHAySSqUJ2TbK9MhnHEyhOLBvjH1SCgAAIABJREFUF37WwTZMsp6D5+XJOS4GNpnuFI4vcFwX046Qzrm0t3cyc2YtCEh2d2GaBiHbQvk+Tj6LkpDNZUGkueDCc4nHKohFF+BLlyVLZ+F6Ozi0rwuhwlhGBNsUVFRWYRkmHZ2dBGybZLKL7u4QtjDp6mjhtz+5k4rqmay75o0TPbUajUZzitI/P7X03li0njl5Lr/qbm66cfAqsSW2bPwgDStvHyBQ739gYNuammnhHm/tZz/3CA0rbycQMHlpwy1s3/xhLrvybhpW3s4v7n8rS5fUDnnMkYatFp4PFAobnbFgIe+9+Wa+cfu3ppRtjoRDKCmonz4HYdoYCKQQk/SK0mgmHi1QNactO7ft5Ne//R3f/s73wBAYShIOBhACfM/DMwx818HPdWFZgkR7K4ZvYlsBfM/D911kJoVlmnR2dqCMGKlsEiWyOB50JbuYNWc6iUQn+XwayzJpbW0jaJsELAvLtsjlu1h99hLmzp6Hm1PYRoxoxCaT76Bh6WKC9kF2bGtE+iHCkQiO69LR1UUyncM0LIRS+K5DNuWRz6bBy9HRfIRHf3kvl77+zRM9xRqNRnMKocqie8tjbvuH/E4uGptSfPITLx/Rur/7wy5edU1vtfpPf/Yhnn7ivUOu/8UvXMEXv3BFn/f+8vC7yOU81px3JzBa+ZMKgUApn0vXrSXZ3T0lbbOfd7n09X8C4BMfX8e7blpTOn2NRlOGFqia05Yly5awddMWMqkUm7Zspam5ibZEAt/3sQyDVCpJwAQvlyQUChKOmnS0dGEIWchpQaGUT7wqTt5N4SsTHx/Xg6NHW4hVxsm7OZxsBssSGKaJJyWmbwAeeTeLLxOsXn0JB/YcpiJajyFMkBbhQCU5p4vFZ86luytDU3M3mbxBKpslk80hZSEaSEqFk3cwIjYBO4jnOuSyOfK5/ERPr0aj0QxJqerqMduzjDv9Reixfj7efY8ul115N/PmVY5o3Y3rb+Gsc+/oEajvff8vAXpyTf/rO8/x/vedP6J9hUIW2zd/GNcdurrv8eZW7th0K0IIpO/xyquvmrK2+bFfX00gEqNyWn3Z2U+23wONZmLRAlVzWrN81Yohl115+dVkM520px3sQAAFOB4IUcgfEUIglSIcCxGO2XR1OWAIXNfDcz1itVFy+RzBgIVpiEIvNgxMy8Jxs6ByrD5rCQf37SUYqEZhFNcBz7OwjBjJVCO1tRXs3t9Kd9ogk/fwHAekorJ6GqlUGqkUvq8wLBvPVwRDIWzb5g8//S7CDiACYaIVdVx8yeXjNq8ajUZzyqL6C9ChiilNPL/+xQ3EYoERrRsMmn28nY8/caDPzxteaOwRlTfduGZEXlnbHrov94hDfIGlK2+nfJ6FkvzNdW/k2je+gUw2S2NzE3v27GXLlm3s27v3lLbN2XQHOSdNMtNNtKLQJkip0kMbLVQ1GtACVaMZkn//yr/S1ZXg6OH9zJg9h1w2Rc2MGEIYxS9Qsg7HTVIzfS7d6Ra6ujK0tXVSWV2FZRnYlk3QMopG0AAMpBKFBuUC6qbXk+xOEjRMUCAVSCVQSDzfww7EOHBgG62JDrJeCIMgQlkYQDQQJmiAl80QnV2PaYLn+ZhhBcLAkD6Gn0N5Pk8/uY3//I+v8rF/+PhET6tGo9GcIqh+XWcEYEzccAZhpOJ0MPoLyO/c+fqe1//vq0/2iNU3v2nFgDDf0aQ0vYXnAoU5F0bBDhqmIB6PUl21lFXLl/PaV72K7mT3FLPNS8nmHCLhUEFcS7+sr6tGc3qiBapGMwTnXnAe2zdvYu6c2Rj4BaOBQMoec4ohJOl0B/W7jrBnf4JoZTVLV6xh766dRSMosG0LyzQxTZNij3FMy8bzsmzdspnFi5ahFBiGiRAmCoXv5zFtk9ZEmkOHEjiOwLJMTMNEKUE8GkMCroJkZxeXLVhHNq8KOToyj2G4BeNrgxUOks9l+dmP7pvA2dRoNJqhERRCMyeEkse0JJD6LmQyeUyH4pOf/hMP/nL7qO3vHz++ln/8+FoAPvbx359Qv84Tbp+iCkVtRbHKrVISz3PwPIEvJZFwkGhk5pSyzRtf2Mzbbngr8+bNLUyA9qRqTnO0QNVohqFh5apjr9SPf/n8Z8hm0+zc8hLxSAg3aBcNoYUdsCiUlvfxPUnj0XYWznewAkEMSyBMA4mLMCXpjMOGDVvI5AV2IIovBdLzsC2bQDhIZyqFKyxSeZ+a+gUsXX4Oba2tJLs7EHi4ro/tQSRoceDAQUzb5pzV5xONRnj8qUdHf7I0Gs2UYlxF40RFNxa9ZkP1J52MrFheP+C9f/3SVfzD3xcEZW1tZFSP959ffSX/+dVXHtc2K5bX8/OfvWXE67/pb39a9pPq03Gl/PGAUfaD70skAjB71hcFZYtEEo7WcO3fvA2MCJ2pLKFQaNLa5pc2bWbPF7/MRz/yEVasbEAhy879FLkwNZpRZHLFqmg0U4DW1lYqKysJhsP4SpF3XfKOQyaTobOrm0RHB8lUBs83cN0QLS2NOG4KX2XxVRZlOtihAM8/v57mliQeFp4S+FKhpE8kGgYDMo5DKi/JK4tHn3ieyprZLFt9LivOvYhIZS2ZvE8gWklnd55de/bjCYGjfDq6uyd6ijQajWYSIPp9wangLR1M+BmGoLY2Muri9EQ5HnE68vULnsjy6NceX2NxQcHjKpCYIGw8DwKhAKZpnBK2+Ru33cYzzzyLwMAQJ3uLXn5dazSnFlqgajSjTHPzURLt7dTXTicajRMIhDBNC8MyMQwD6SvcvIfrKDw/RHNzF0cbDyNFBmGlqKmN8fxzz9Dc3InjGriexHMdTBMqqyoJRSOkczkyeQdfGSjTZvvO3TQ2NyOFoGpaLavXXEggWsOm7ft58FcPkUw7SCAnPRwkK1efw6XrLpvoqdJoNJoJorx1jObUR5V9SQo+VEUgGGLe/IU0NR89JWxzItXNXXd/n4MHDyHE0AWojs1gD180mlMHLVA1mlHkXz7/SQzDpqm5BVd6hEIhIpEoth0EQPqF4geu5+O6krwHXd1pDhzcy669O9h/+Ag/uffHHDraRFeyULbeEIpIwKKmooKa6koCwSDJnI+ywsQrYvi+i+d5bHxhEwErivQFhmVx/kXruOKq17B23eXU1lSjfA/pefhKglBkcln+9Uv/d4JnTKPRTFYmLCd0EPp7zsYWBUKNz3198cS0hDgZ+osxUQjdVgLPkyxcuJi5c+acUrb5+Q0bUIZACQOFKH4x6NdQTL4WThrNyNECVaMZRf758/8GStLS0kJ7oou845HL58nlc2QyWTLpLLmci8DEdX2cvIPnGgSCVWzbvpvf/P4PNLd0k84U8lxisTjVlRXU1U5jWnWcUMhGCOhKpbACNnNmzyAcDpPL5dm5cw+pZAZDmCghMC2buroZvPo1r+ejH/0o555zNkpKlJKFkvmmwac/86mJnjKNRqM5BqUb7cFk3MkUlBnCuyRGcvs/FMe/jRanY4dSEAlHedlFF59StnnjSxvJZjIopQritFdz9/k69vlrkao5NdECVaMZZS664Gx8N0NrSyeJRIqc4+ErQSAUJxyrJhqtIhytIBSJErADpFI+Lc05oIZAcDptbR6trSli8WoqKiqIV8SpqIwTCAYIBCwS7c1AjkBAccaCeYV8G2GAAS2tTUhV7BRuiGKgk8HcBfN5183vZvasWZiGgWEYWKbJ5bo3qkajGYLx9+uJYfRduWAczIc0GW7ET0bYasYCIQRCCebPnXtK2eaWpmb2790LHK/I7H3oIoTQ7Wo0pyxaoGo0o8iebS8yd241r3jF+YRCLkca2zlwOEFTe5aWTpf2bpeOtENnMocjDQiEyYkwbUnBwaMZ2hI+WS9CuGIG4fg0rHAEKxBGGhFcgmQdj9bEYWprTCqjinDQIhKy8X2XQ0cP096ZwPO8okETlKruC9Ng2rRqXnX1KxCejzADICWmkhM6XxqNZvIybiG+SoAy6O0zOtRNdSm/cDKK03LKx6mZCERRqCmlUEpiGuKUs82tzc0opRBCFKoUH/Ny6p9zemIPTATFIAKNZgLRbWY0mlHEAHZv38W+vTt5/Ruu5JGHH+XQ4UakjGOYYaQCz5EoVTBMmBLHlxiGgW3aWEYApXzybhLT6MYwHbx8EkMoLOETsjzOmF/LWee/jJmzlrBt2yFWrVzMli3b2bdvF61tzWQyGWLxKIYqVDxUKKQvsQyTKy6/gieefJLm1jZs0yafy030lGk0mtMZVXZDPSBmcZC7ZFHeDmYSe4fK7/BVz38DKYZwFv9pRoWC57C3ra06JW3zoUMH+wahH/cFciIqUxcP00wOtEDVaEaRhcvW8LlPvIsd23YQq6jila+6itbWVnbv3k2iI0E6nSYrXXI5CcqksmIahivIZtIgDSQGwnDwXR/bVlRWBpleH2PBvIXU19SxYO48FJKqupl0pyStLW0sa1jGojPOZMP6F2g8epRsNkssHisMSKleIy2gsrKSl697Ob/57W/xpSTvurzpjddy44038obrrp3AmdNoNJqR3oEX/6ANm5s6GSi5yTjG/X7pfDSjRSksVgCmadHeephMJnVK2eYt27eza9cuQuFwMaQ42tN6RhR79/a9akZDVJ46/YA1UxstUDWaUSafT3LFVVfy1DOb2b3rMJXVAZYtP4N1M1cg8Mhl8mSyDulUFqksMlmPdDoNShIJBYhXBIjFwlRVVhCNhggELLq6czQeSXDvvRvYvv0A//zlrzBn3lKEeIlgMM7ChTNZsqSBXTt2ksllkEoV63wULI1CkM/l+d3vf8+z658HYZB2czQn2unIZLj/Fw9O7KRpNJrTnv4OVKGG8+b0f08LPE2JsuB0JfClRCJPWducSHRgGIJrrnkF6y5ei2maxfxSA4Hql6Oq1aVmaqAFqkYzysRiUepn1LNrdzvtnZL9h5Ls3PsCs+dMY0ZdJbNnzcDJe0QicdysQzgoCNpxLNNA+i7ZVI6wHaPxUDcHDm7BDMQ4eKgJ1zNpb+tEiEpmzDqDmpp6ZtbX47su1VVV2AEby7Jx8w6u42AGAxTaJRik02n+50f3sHfPPlzpY5kWSIXnehgRA89XXHTxOjoS7YDHLR+4hbUXr+W88y+Y6OnUaDSnCUWn0LC32KLYcqO30m4RfV+uGQQlCtdMPF51ytrm1vYEHYl2tu/Yiuu6rL14LaAI2AFsyyrm2+pfAM3UQgtUjWYU2b15E4//5QH27NlCwMzTcng/vrRRCPZn2jmyL8Gz/nYsyyASDjFzxkwOHjxAMpXGcX2EMKiMRpg9J0tFRSWOU0mmK08qA+FoBE9kWbhwETU1MwjYYZYvX8aevXuJRqMEAgEqKypx8rliaz2BVArpe3z/7u+zYcNGItEYrudgB2xsy8QUBrlMjm3bt5PP56mtq6Op8TA/+vGPyGQyPPbYX7jkkssmelo1Gs0Up8dZKgS9FWH6e0ULGXlCDBLiK4ZoGTP6Ix2n42hOnuI1IQS2HWX2zEVTxjavXbsWIQS2aSJMA+mrUesTPJL2NRrNWKMFqkYziixeuYr//NIXaG9N8ebrXssbXu0RDMZxcpJs1iWXy+F5Dh2dnXR2dZHKpgkIRUdHB5lsno6OFKFAlObGZvbv24cwLVxfEQ6FWbvuHJLZPFdccQXRWAzLMFi1ejW+lKBg5syZoBS+7xIMFJ7QhoMhHnzgAX77q1+CHSJWkaWqMoZpmFRVxIk1NJBIJMimM0glEUpREYuRSnbzwP33IX13oqdUo9FMdfrcEPevPCqG+F7+ejy9R1qgnhoUH2YgkFIRCIbp7FRTyja/4qqryZEnFAximlZvGxuNZgqgBapGM8p87DOfA6CiIsCypQuwRYbqmipss4pAMICUCs+X+FKSzKRJJjtwXR/X9ck7PuFoFKl8cvkc6WyWTM7nyNE2Ut1J1px7LtPrajEMge/7RCIRVq5aSSabwRAQDIVRBIuFFBTJZJKf/fReXF+i8Eil0wQDVmHdgEEoGKRuWnWh4IJSZNJJcqkUpmWiPJ9n/vr0xE6mRqM5DShvF1MMWOyTf9o/hHG8BWL5sY0THstkL+k09VCFbFQhyOXzrDnvYp595q9s37ZjStjml699Oa7pglKEwmFAX1uaqYMWqBrNGLF560EiUThz4Rk4ThJhK3yZByVQEnwpEdLFxMO0DaLBMAgDiUQpQTQYpKYqQiBSTTKVZdGSFdTWTycUjBRukYRAoaisrKCysqJgyEThxk4qiUDw7HPPs23XHqKxCqSv8PIuXZ0pMukswUCASDhELBImIAQB2yQUj9J8+CDxqmqiwQjS9Sd6GjUazVRG9FZbBQo5qKrYIqSPt3K4W+8xvi0vjrHcOSWKwmeklPR2qUuOFhJjTV9PohKK6trpKKuCzVv3Tgnb3NGWIBKLEgwEe/qlajRTBWOiB6DRTFXaOiVPP7eBpsQRfCODrxyk8pDKRyGRygcUlhXAMA2EKShUkFcoBVKBr8BzJeecfR6XXXoFc+fMpaKioqf5eF8Uvu/3VPSTSvHII3/Gtm0cN4/n5VHSx3PyJLs7aW9tItWdINHaRFd7M0ELaqriSM/B9zws0yDZ1TnOs6bRaDT9CiCN53FF/7+r/Rlq+cjGXBKqJ3p2V//g1Se45bG55HtX8tr/Gb12Yw23rRpy2Zo7zuebz9wxqvs8FkIoIvGqKWOb3/CnN7Ph6ItEIpHevq/D8I2nvsmXH/23YdfxlTypOdZoRgvtQdVoxgo/RzrdRdW0CN2Zo9RVh4AIyjeREnwEYGCaAQKmgVIK13WLxf0EBgZSgWmFWLvuCqSwiMarijVE+t/eFAxnzxNUpejs6GLTS5sIBoPk8lkMAQYeFmAoj4BtE1ASJ5XEDgeZXjeN7mQKoSS+5xMMh6mbPgOefW58502j0ZzelNyM4+5nFP3icPv9ne0Z18mJZyXKdsXxneXBrkM8c/hZLpzTW2F9pILib1Zcx5eu/MKQy1vSLTz27od7fn7bvTcec5+fuexTLK9bNuD9B7f9gspQ5ZDb5bwcH7rwlmPufyQMd/6Fc/4XoOD1Vm5+6thmniNSEcYO2Cz7+io2f+iFYefpzue+zfZbNw27zorbz2JGbDrffOZOPnThB4ZdV6MZS7RA1WjGiGc2bePD776c/ft2sGDBHNq6DlFTuQAhCk2/Pc9DKYkQBpZlo5TC831QEqk8EOB4HovmLcAwbZQyMIo3TUr1NugudXwr1bBUqpDFtXXrVjo6O3BcF+W7hEIB6qrjGMonYISorq4mk+qGYJRQwGb+vDkcPtJIJBJBosjnHe65//6JmTyNRnN6Uq7cJoRSjumJZoyqft+HRgCMwPNVzvZbN9Fw26o+QuNYomMkNNy2ii0f3tjnvQ9c8L5jbjc7PmvQ9z/5p8+w8YPPD7qsMdl4/AMchsHPX/CDF3/IrvbdhR8VmMJHep288pXrSCR2n9K2uX56PaYyMUMWvufxp3f+dsB1cbw03LaKr77yK7xmyatpuG0Vy+sauOKMy094fxrNyaAFqkYzhmSSKVauWEksHqGzM8HhI7tZtuR8Em0ppPRB+Qhhoijkj5iGiVQeSkqS6W6kYROKRgvVAIXo7cBAMY+pT6cFUQgvQgEGjz32GL7vYRoQDtuEbcGiebOYM2sGdTU1KCVxcllcx8Fz8timQWVlBYYhwDBwHIcvf/7z/J/Pf35C5k6j0ZzODCXbyjM4Rzubs2xfPR7cwfevUPSVlsU/xuPg9P3Euo+ftBgpp+G2VdREajBF36yvl89fd0L7KnHWt87rs6w03svvvnrAuoOtN9Q65e+V1lWFtqJQFIiyvEWulBhCkHe6mTEjzBe6vsu7k+ef0ra5fvoMarqmkcgkAMHM+KxBH170n6/y13dd+10unntRz/s3rH4rr1ny6p55bbhtFdcsvppvvPqrg35OGs1YogWqRjNGfPGTN9LRnmX984epqLKYv7CWA4d34PlwxsJleN0O0oNQIIQqlsIXhgBfIZWDwsM0ohgEehrTF564978tE2XPaUEqiWEoXtqyCcM2Eb5HUHrMq59J1ILmg3uZXlNJ/fT6QohRNksmk8X3Paoqq1iy+Ez2HTpKNBJhyZIzx3/iNBrNpEAUgiInehhl9M/zPB4v57Eq75YUxUj2OZjXs6ROyqohjRE3n3MTN59z06jsq+G2VVSHq3nyPX8Zlf0BbP/I5gHtTvoLzaHE9fDrKRpuW832W1+i5/MpCkNRnG/P94r5ngLpq0JlXs/HNA26kwlqa6v5YvZGOtSpb5tn7ZhV9Eb3zvUDb7134Odx6ya+8Ocv8YpFV3LxvJdR/oCnOdXCpXddyX+9/ltctuCSAdtddtdVo/owRKMZKVqgajRjxPoX1jNvTgOdnXn27N1F3pnN/PlzeHHDE+QySZYtO5tM0iuuLZDKx/cdfJnG87IEAmEOHm7lgQd/wc3vfV/vE9jyOyMlenJeenJflCKXzdLU2IRSCgtFRSjINVdexYL5c8hmM3jSpzIew7IDOLk8Rw4eor2tnbkLzmD1yuUcPXKEJYsXMK1q6BwijUajGQ2GF8L93z8ZF+VgLWsGjmb444+UYx1n4vn6U7ezsn4F913/EwC+9tdv8L31dw0I9T1eDCEKpaQG6cm5+lvn8qlLPnECey33ZhduXVWxmJH0JcIwSHZ3s337Np5+6inyeYcDVUfJhrPs3L2b2mmV7Nq+nfa2drbv3DolbPOs+EyO9AuXXlbXMOjs3bPpp3zu8s/0TiWw7BurUageb+lgbL91E2knTcNtq3ju/U8RD8RG/pFpNCeBFqgazXFyy3vfQ0dnB76UWFaA5pZWXNclHAqyZtUyquMmibaDJJMJmhsPkkx6zJy1gM7OBIsXz2XGzJkEghYvblzPimUXYAqJ7yuE8JEqTz7fDUKQ7O6mtaWdSGUFwWCIXC5beDhfKtKhCk9kwSiENQmjJ6wo2Z3Ec1wCgQCGUiycv4BlS5YQjQRx4lGUgHA4Qj7vEAoEaFjaQH6+QyaTBdMiErSYM2smwYA9oXOt0WimNgJxDC3X36s5GjG0ZfvsG4s5yP4nd/fS4624Oj1Wz6M3FwohffRlH+ajL/twz7LvPP/fo+Ipk3LoSsiO7/DONe8AxBBFhQan0A+05wAIoVDKJ593eP7QC+zYv4P01u4+tplNYLkW31n/7R7bLH2fmfV1U8I2/3bn74FCQarBGOyzbLhtVcHDDXzwwg/0FEIa7nOPBqLag6oZd7RA1WiOE9f1CYUi7Ny9h6pp1UTjFTQeOYptWWzZtJmaaTZnzKlhbs0C8vMMHnrsaXbu2sbq1YtIpZJUV1dh2ja79u5g+47D3HTjW3GyDunObnJehmisgm1bN2PZcbo6Wll76bV4rkvpPg7KU1tE0R72dg20LIuWllaCgSAohS1MptfXYxkmvusVDKUwehqAR0MRKsJxfE/iSUlHd5KAbWMYJoZhTsAMazSa04aR6D6hekNnRyvvtCcEt18/0x69VMopLUssHPAXuM8Oh1k2OgyWe9lfOLzlZzewvXXHkAWKhuJ7G+7mbauvB+ChPY/wj3/85Ii3vfnsd/Lhiz44onWffO+jxVcKpYb/HLe1bufae9484P2Gb67sef3tlV/nCy9+BeEJXm1cc1rZ5m+/7g4+/fBnBw3PLj2CEcDW1m1cs/jqsoWFUX7owg/w7OGBVfovmHP+gPeePfzcoO9rNGOFFqgazSDc/91/punwdrq7OvFFjOc2tYBdxfSZM3Fdl+bmNkKhEIlEJ67rk3dcIp7ECIZItHTTffAw9VGTeSsWsuas5byweTMdiXYuPH8p0YiB44EdDLN7TyMP/OIBXnbRhRxpOkIoXMW+fUmampMsXFTB/DOqyGXb8L08lMRi8b6p9MRWlN0QKQXCstl/8CCmYSB8D0P5WJZFJptBIDEtE0/5OHkH35coqQiFA1iWAsfD9xXhaCXpVA4h9J8IjUYzCRCqLGTUYGw8muWCtFTNt+z4pVv+YwirsaIkRofzmm5seumEvF3/74mv9Wx3yYJ1/Omdvx10vR9vvIeH9j7C96/9bs97ETsy4uPUhKfxgV99mA2NL/DM+54YZk3BsroGtt+6qVh9N0V34iiHdm/uY5t/98v7uMA+97S0zWvnraU9095n1jzpYRl97fZ19/ztkNfEjfffzI1r3t7z8w9f/HGf60x7TjUThb771Gj68d+fuJa2554m2dzO7tYODqRc3FAdM2dPx3VcMpk0FRVxMjkbqcB1M0SjMYKRKMoUZKVJMpEjnzKZsyxIbXUFr3vllQTDgscffYBA0GLhotXMX9hAzq/lpe272LH3IQLBKK57COUa2EaauQsFs2dPQ/ntNDcfYvqshYWwIVkMQyv16SvVry++FEqwe/cePAWBYBBD+IRiMTLZHJahqAhWkO5K05ZsBQHRWBzDEBimBbbF0ZZWGlvaWS4MhKk9qBqNZoIZ4D0dBYFYakY6FGNY5GisaLhtFY+/+5Gen1/+vSuQSh6zAFJ/wRswA9RGagddN2JHsIQ55HIotJgZjjtfdzsNt63i7g0/4F3nvHPQdYQq2TnJP/3hU7wttIrO/buQnWltm4u22RwkwmnlN8/m129/kMXTFpUOPeAzLr0uic9PX/JPPct++OKPh/3sNJrxQgtUjaaMuz92Ha3PvUj+aJqOTpdGX9AaCGFU55lnm+RzWRzXJe86KKCutpa6GoEwTBAGuWwSRyocM0hzd5ZEV4a6qEUwAls3b2XG7DNYdOYqXty4gz8+9AjN7S5z5ywg2Zoh76QIh+OETZOA5dHUmqO2bjZ79mxjzhlnUz9zftGBIEAVcnzK06cUEoGBk82zbdNWTNNCAj4GdjCEME2ymRSZZArTsDAVCMMolN/P5xCWjTLg8Sef4mhzOxgmF13y8on5IDQajQYY2FJmNLyXou8uB+XUEqiffuizLK6HQHQ0AAAgAElEQVRZTF20rue9x9/9CA23reLBbb/gjcveMOh2Dbet4u1nvY0fb/zfURvLO8s8ciX650mWCvO88+x3YPRrbwPF3OTiR3D/9t/xumiYxIsbtW0u2mY1yIX7r499hcsXXsbiaYsGzHWJwbyiv9n5u2E/T41mItACVaMBdm3egnd4Fz/91Ccxj3YREpWYno/ruri2RUgYWLZJ85Fm2ru6USjisSgz6+uwDIt0OkveyZPNZEhnkmTdHIby2X1gH2lVidnsc90br6cp0cld37+H9S8cwLIqmTm7nu5MDmXbdHW10JVOETADTK+r4eFHt3L4UII1a5azYf16TDvGGWc2FOxfqax96X+jUFJfGIKWpiYaDx9BqEJ1Q0d6NDW10LBoIbF4nEyym0xXkmw2g68kFb5H5bRp2IbNngOHONLUgqsErjd0oQuNRqMZX0ZRmA74+dQSo/052HmQ+7c+OGg4ZkkIDiZQG25bxSsWXcVnLv3UqArUoSrJ9ufJ9/yF5befNXgYqSjkbxrCYNt1D2rb3M82+7LvNfurHb/pE54LfVOrh2NGbPrIVtRoxhEtUDUaQGBAysBvlFQbdXgIcn6arHTwpMA2TdycQ3NLK4muJKFggNrKOLPqa2g82oSTTZNMZ2lvb6czncTzPUIhg/0th7jk1Rfxsosu5q+Pb+CuH95LosPDNOLMnTObSLyCrTt2UzWtEiEtPN8nHI0hzABGqJLnNu6jvSPDOeetpqlpHzV1VVRW1oFSxcbhoIQqFmNQKCXZvHkz6VSKQCSIUuD7Phs3rGdVwyJmz6inoqoK07SJiWpM28KwTAzTJp13eezxv5JzfKxAmEw2x6MP/4VLr7xsoj8ejUZzGiHoF9U7qLA8XlEpyr6PoiAt5cX2GWJ5Q8yxFb+t6Vau/uFrhswVPNh1iI+v/dignrP3nfce/v7ij4zp+IajJlLD//zNDwZdJgGE0LZ5CNtc6PVauLY++af/w4Pbfsn2WzdzItfbubPOOfEPUaMZI7RA1WgApQR+zkdIA8sKkvVzZLw8eeniSgPXdcmm0+TSaaTj4CqPqliEummVtDYeJd2VIJ3M4KTS4Poo5eFbFnnXQKpK7rjjHja9uIf2DpBYnLF4LvV1tRxu7qCufgYKn1hFnFRnF5FIiGwuRzwWJVxRxda9R+jK5mhJdJDMZFiz+jzmzl6A50lUMdCnVL7DdVyefe4ZMBS+7yKLxiqd6mLv3p1UVUaora2jMhQi77iAREqPZDbDHx56lA0vbcY3QgQsheM6GMbA0CuNRqMZW0QhxLPwsjd88nj2IPpuM7CdySgJ1T5uqn4taZQaHcfvMLz8e1cAQxdOKs8nfdNP3sLPr/9pz7KJFKclysWR4zs9r3sjZrVtHso2CyGYEZteEKcf2dyT8nosPvvw57lvy/1su/UlAH7w4o9G6dPUaEYPLVA1GgABrutiGjYeii43S6eXw7NAIkFALpfDEga2aSA8l1nT66iIhLGFwpAeIVNgSg9bgiFsTEyisXp+es9vyGV9Ojt88jlJ/fQwc2dX4/mSUChCMGiicAgHIBMJIqXCyefJCJhWXUNXMsmRpg7yzlZSySSZ7hyveuU0otE4pRsiIQSGYXLwyEE2vvQiwjLI5/MIAbYJdlCRzXVy+PAeTFMQisYQhoH0PRKJFh569HEef3oznggRsGyEEGQz2WH72Wk0Gs3YM5zCO9Gc1FH2og7Yd+n7YOJ1dDmeKqvH2zN1vNnXsZ+Z8ZlA0etYbAGkbfPgtnnZ7SuxzWKvcqX6XGHlHvPS5x40g0AhR/iLV36+Z93LF1za8/r/PvbvY/PhajTHiRaoGg3gK49wRRzfECRySVpySfKBINIqPOcMR0JYtkUkFiGXzxIJB5g3ZxbhYID62hramluIR+MEggGOHG7BsAOYAYEpDDxlkEi04Lg+1fEQ9RWCZWfO4q/Pb8ekgrb2drq7Wzj77BUAvPDSLiwDTKUQUhGNhcmkBS0tnUjPxyTA4kUNnHXWGlCQzTvk8nna21r5+te+RmNLK8jC09tgIEDIkixdtYB4VZB8vpN9e7YQq6qB/8/ee8fZdZX3+s/a/fRz5kxX790dF7CwES4hgJMAMZheL4QECE5yc29Ibi5JLuT3u8SUhJBGM4QWAgkxxcaAbWxcVLCRXCTZsupoZjRz+jn77LbW/ePMSCNpJEtWGcvejz/74zm7rL3PXuvo3d/9vut9gXqtwrbtj6LbGfpmzWLfcA3DMDA0DbfZRMlo5jolJiYm5pjMTKmXSToesmPNaZ3y+TCn6qmL1OWfWcM7LnrbsyoB8lwvGbJhaOOhBD+iU/InklFsm49hm7/y2i/zolkXs+azF/KXd3+MP7vqT6a9r0cmSVpcXHzY9rn5uc94XEzM2SYWqDExwPI1ncLffz7/RbitGpGVYt1rXsWXv/fv2JaBigJyaQfZ20O9XKK/r5eeri4MQyefz9FVyOO6bRYuXMX8uXPYN7SPaq2MZhlUGy6CAE0Lsaw269ZdTyQDAl9jvFqmHfm4geTRrTtIOAmabou+7jy2LtANSTJhk0wmgSJCwa6hUbY8toVly5ZimElajSYHRkfZunUrO57ahR+GRGHIQG8fhq5RzGf4tVe/nlZlH7UD+/AbdQ4M1ShXxynXSuR6BnjR2lcz+rXbKJV9NB00XeG2GvieN7MdExMT84JATIbKqqNl3MFtqBMKYTwjKIEQGmIiec9MCOS3f+fdfOyav+Q1K3+Tq+e/lOWfWUPWzvKDt/znccu+nE7+a+ttDE54OY/Fi/7himfV9l/e9THufPuPgEl9qlj+t6sZfesGhGXHtvkI23z5wkuJZMjm393E8s+sOShQf+/7H+LG1a97Vn1wLA56amNizhKxQI2JmcJHd67n9ckB1r3rzXTN6Wdt/UoO1MsMDe0lk7SwLYc9OwQL5s0DwG21iKKQgcF+hNDp6+1j4SKdZcsX02w1ODBe5v716zF1RSgDCkWNa19xDf/0T1/GCwPa7RbVWpNcoYBlmewbHkXTbGxDI2FrlKtjJDJdNNwm/f39JCyHqN1g964dPPXkNlYuP5+U7SC6utlY20C9XsPQIJtJM3/uHA6MjNDT08/A4FKceQvYtf1hntzyAOOl/aQL/ay8ZC2z5i1B6hkWLlrK0P4SfhhgWSZtz2Xnzp0z2yExMTEvLI6bWHe60Nwj5n2ecSbF6dlVyl/Y9CUe2PsgX3rNvwBw2exLeeKDm/n5rnu56vMvJ1InNh1DIA7OPTwRpgsL/q83ffe4x6x/3/3P2M507Z7ffx6zs7MA0BA8tG8DAGY6TXb5Up64Z29sm6fY5rnz5iJRaELwldd+ieWfWYMmNKSSJ+39/Nz6f+T+PQ8etu63vv7bdCW6uG/3L2JvasxZJxaoMTFHsO797+Ha376BX9z1U+bNncXi1AIee8yhkM3QdAOSlsG8ObNRUYRCkkwmsSyLfL4L2zBpNBu0W3We3vYEiUyBbDrJPulh64qXrXsxlWqJoZFRag2BJgQJyySXTjMyOgIokraDpcPqVUv59+/9gFnJHEpBrVrD7rKwDJvS2Ci6UNQqJQzdJAg87v7ZT9E1gRCKQj5HOpmgbhkMDvRh6jaJZJK5CxczdmAHRtLmRVe8glS2H/QEI2MVFixYwJ69Q+zevQvLtpBScvfdP5vp7oiJiXnBo47x9+TnMylODxejnWRLZ997+s6L3s47L3r7UevXzruSRz/wyCm3v6p35bTrT1aY3Pvu6W3Gke08Y7tKcengJWz70GP46My58kWkVy+KbfMU27xw4QJ6+3sxLYtLZl3MEx/cws+e/hkvW3D1MW/rkf08+XlhYQFXzX8pK3tWHNz2z7/xOYTQKCa6JtY8P8oyxZwbxAI1JuYI3vuJv4BP/AVf/PjH8NotunqyLFm8EA2Dem0P2XSCbCbF3j27qFYq1Os1CoUiuUwOYRqYhoFtGMydPYvBOYtw0in2De3CsEKuWnsl9963nlo9wPMFhjBJmBq10hih55JLp7ANE6Fc+noLGJqi1WhiOQ6e69OstcgmbAIVkEzYKBngywBEhKZBNp3B99v0dncjkPT2FFixfAG+X2N4f4VGfT/ZrgKD8+ajNAffN4iUwm/59PX2MHf2ICPDQ+gaeG2XbVu38uf/839y7bXXcuW6dTPdNTExMWcTAUIJ1Iw+kB5xbjE1BvjZC8XJsOHjfzfRqXdzhvTozEjd6Zma3fdUOF2hxkp0+kUpqEmfVdeuxbRMQiSBDGPbvHUrP//5PVx77bUkUylMy0LTNV628GUTv4/px/WR/Tz5+frF1x2/L4XovJxRJ15fNSbmVIgFakzMMah7Pk9u3c6cOYMkHAshNCCkr7uLwf5egu4CjXqTKApxEgmchINl2hjCJDk4F9Xfj9AM5vR2k89A74JuyhWXDRu2M16WKEwIQ5oyQkYhoZQknSQikji2AAKE0Gj7AZZhoQtouQ00Is5bsZRUsoBlGIRhhAxCTF3D0g2sZIpUIoUMAhxHI5+3yGcDnn56Jw89cBeu69HbOxvD2MfceSvJZnowdYGu2aSTKSzDRNMVQRBQq9W466d3cdFFF7Hh/vu55IpnN7coJibmHEVwKBmQeiZBdzrPOxGyqg6f7yk6qvngZzWlYGrn3+hjNHeMp2pxIuG6arpjT+0pXR3+NWKmIJisg9q5QaEGespGKYUKY9t8pG12EglkFIEATXS8v0cO6WmH8Mn2y6RIjYk5C8RFDmNijoHneezZvoPmeI1sMk3CtMkkUgz09ZGwLHLJNH09PfT19ZFOpdCUJJlwSKWSREqimSZ2IoGSIStWLucNN76R0NMwhE1/V5GEpojCFkQ+MgjJZ3MYuj5RN62TDCSZdIhkRKPZAiGQMqLeqLFs2XJsy8bQBQKFoQsG+gbQpCCbzmLoBkJTNBslWs1xapVhbE1hIKiMl9n6+COUxvZjagrb1HEsA8vQ6eku4NgGKIXnuqgwYnj/EGMHDnSMXkxMTMwZZ7owXnXo78OUnZpm/2Mde6Y5m+d6/jKlpydeiEwUnRGCiNg2T2eb3baLoRsEYYhSHUE6dTn1TlGgVOw9jTlrxB7UmJhj8Ecf/zivnD2Pu79zG2t/43qSuSw9XT24LRciQKiJNzxiwkBJfK+NoZsoFH4kQUbs2Pkk6WSSge5Bnty2n+uuvg7Pk9QadXbt3clP7r4PQ3fo7ioiRcf4emFIGElsO4HAQYbgeT7plINjWsyfNweBREkJKiQKfVauXM7DGx/GNnQ0AWEUYJmCPbu2UczaFAu9XHbpVaxa5dJq17DtLMWuHLZlIoVBGEl6e7qxLYO25xL4PkIpko5D4HlcdPnlM9shMTExz2+m03aTYlRNeDqnFafHemqeuv2o3MAncVFT932m4443XzbmVFCA0DXq5SpOZMS2ecI2B74PKMIwwDTMMxmVHhNz1ogFakzMcUiGBrLR4LYvfJW5F67i0rVX4bs+vu9jWzZKRUgpkTIiCAKiMAQpkUCk65QOjLLl0Y286LKL2fHETlJmD+mCge970FNg2eI59Pf2cs8vNiEcm1AozIQNWrtTrFsq0AWmZVItl7F1waoly5k3ZxApA4Suo2sCt1Vn0aI5DAx0IQT47SZStunuzaATkkmlcVsBc2YtQtM16s0Slp3EMFJowiRUOpEUFLvyJBMOlWqt8xyoFH29vSQce6a7IiYmZkbpiK0ja3+qKetPV/jv5DnUVIF5ZDzs5FzUE3oYV9OE+J7ItU4eN3nsiZaXma7tWKw+Ww55ABW+79Gut2LbPMU2e60mrXabMIzo6e/riOOYmHOcOMQ3JuYYvPuaV6IHkoTSsaXG0FM7IAzRdQ2pIvzAQ0aSKAzRFFiahnRbuK0GrXYTieSxR3+Fpknmzp3Ptl9tRfptLE2QMExMIXAsk2uuWcdb3/YmstkEKEk6mwIBlmXj+QECgWlZWKZJo1bnissvR9dAFxAFAVL6VMr70YTHmjVLQPnIsIlthqxcsZhX33ADmXSO7mI/CSeDLkxymR4MYaEphW0LUkmDhGOQSacxhIkMJaZh4Fgmy1csx7ZM7vjut/nOV788090SExMzI3S8UeLI5XT6asQRy8GVx7kktCMPmL5dVGde63TLca+p8z1P+msKNWWJBcPpQCCIgpDSyIHYNk+xzW23SatRw2s1kGFE7D+NeT4Qe1BjYo7B2NA+TM/F1DTsSNIqNxkfG0bYGp5fw7FSCL0TclMdH8ev1vBqLSIBs5ctozJW4aGH7uSqV17Nz9ffTWs0IpfrYcG8BZiWhYgktmaQTaa4au1LWbR0FX/7d59lz969FLszlCpj6LqOhYYu28wZTFHImAz0ZlFBu5MYwtLwvYiq2yIpwMna9PVnqFZ2s3rNKnp7srQbinSyGynB8wKiUKAZGraZJlIBIyO78fyAVKYXzUjjei0ajRoDA/2sWHEJq1YuxzYN/HYLx9T56ff+nXU3vHamuycmJmYGOJaX9Kj1z6UUtafIs08Mc/zj1FTHrHre3K5TYtJRLiYyKE8GZ0vRyexbrpRi23wM2yxkgFstk8oXUPFk0ZhznNiDGhNzDNqlMroAqUIMAXrk06yOIoRPs1khDF2CyMNO2vT09zF3ySIWrlzGwpUryBZzbNj4UxYsGSSZzLNh0xNIO0m97VKv1wh9r5ORUEEYBCAV82bN5j3veCemiOguFGk1XSwzia6ZyCDENgQvueISkg74XgUpmyjpoQud2QPzSSezlMb2cd6F81h79YtYsGABmmZRa/koQ2LYCsMG09bRDYFuK5IZi96BbgxTY3x8P+XyKF6rScK0uOzSyzj//AtIpzLoukEUSXzfR5xgQfiYmJgXBoJpPKni0Prp/juZdk/sOIUQRy5MeHk5QfUnAA0xsYB22iNzhZp6BnHIuXt6T3POcmRCH0lHnELngXVoz+7YNh/HNntujXqtTBxSHnOuEwvUmJhj8KPhXUQyxAva6Ciyho4tfZTfpNkcp1ofw203kDJAMzU0y8ROJ0hk0uze8xTbt29k6coV3P7ju2iHFlt3PI0noem6NFtNhKYhNAulNAK/YwiXLlrCm970RmYNzKFWaWGZCZQETUEmmSCVsHBbDUbH9iE0H9MIUZFPMpEgk0py4YVryBcc+vr6mDtvOZdc+jIG5izGTmdQOnhhi0D5SC1Cs8BXAYHUmT1vOYuWrKJRr9NqlLjs8otYvWY5mUwCyzKwbIsg8DF0gYz8me6amJiY5xATOVYPWyeYJhx4ynJCHBHy+8zHqemXSRV4IqcUAiG0zjIpUp9BGJ8sR0YyP3/E6Un07XGYrCykkCAmx1Yni+zIyAih58e2+Ri22fcqeO0G4vkUwhDzgiQO8Y2JOQZX5fsIPQ8LhSkhqRuIchWZhIbw0HRBqDpzjAzdxNRMbN2gNDzEQz/+AVddehlPP7GD/bvLmHaBdqvJA+vXU1y3jvaYS5cQ2JGGkw0RjSaBFDh2gmuvvYYdT81h/YP/l8iPUEph2QbJRAJTN2n7YSeJgmUQBHVKpRLgYFgaCxfPY3T/Thw7h6anqdY98sXZaLpCKQ0vquLYgkQ6Qb1VJ53pJtvVh5AmMgpx3Yfp6c/ykrWXMGt2Ed2wCQIQdBI+WIYgCGoz3TUxMTHPIQ5PanSI010z9fjtnSY35MFaryciHZ8pi/ALDTWlLu2zZXIsSYSSWGgITUNFkrbnURoZI1CSUIaxbZ7GNntek558Nwd/D7EjNeYcJRaoMS9odv7qYfyRcfzhErVSmfL+ETwBG7c9xs9u+y6GMBhI5cnqJlK6NB7fRV9xFU3DZXx8D/lc542xaVo03DZPbNpItqmxTHTR53bT3t3k0uQcRtoeJZFkeOdefnHv3cydNUipNE7X4DwCBd0DEtNrk8lkSSRtFi9Yyk2vfwv/+E9fIgoDNAQKHXQbJ1mkq6cf3Ujjtdo0m3XCqEqhO4dlSdyWwjYFtfp+lBaSoxfoxnQcir0O1fIw7UCn2LsC08yiIvCDMm7zAE7CZ911V2M5knJ5iEy2C9PM0GgEKMAPWgha3PqpP2Jw4UVcc8NNM92FMTExM8mkHpmRB+GJ5EWqk8CpExB6Bs8VcwKcykA4lAvakRJ/ZJzmEbZZ2z9O4FZj23wM2zx+YAQrNYtcYWDiZcvh9/fU++joPotVcMyZIBaoMS9Ytm3ZTLLS5MGv/BvpQGImLaJaDaKQ3n17eeWS5aQwoNnG0S1aTR2JRXnjNvpevJyoK0XTa2AYNkG7zejwHrzyAfpS8ykPj1CreixIFVg0u5+WjGipiF2j+9nx2B62jDSwerpIDI0zd84CekbHOf/CC6lUKoRRmkw6w9qXvox0totP3/JpzESEYVsUuucwb+EKuruKRIELRoNQScKoxcj+Kq7rMdC3jPnz51Bt7MG0FFFUxzBzKGmQSnfjJDOdECZhoaRCCBfP30vTrTA4e5CiJ3C9FppuEgYRYdiiWa8hlIsuwW3WSCezuLUKD//iLi548dUz3ZUxMTEvEA7OQz34rD0pTk/3Q/JkeydTVmYia+8pexFfOChACdFJdoxAAjqKZK0d2+ZTsM2tWoVUtkikpvxeZvRlUkzMyREL1JgXLEtXr+Ghv/4UwZNPY+ZyWCpBbWQf3T3dSMegpRI4dpKS65JOJ1AqQkQmmh8xtv4x5l17KcLWadTGiIKQ8t6dLOufy9jGJ7F8SDg6CQGa3yZvWwjTYdmaC9jfXMJje/eyZ6TO0wcq7N47TrvdwkmkWLJkCfV6A03omIbFxRddxFvf9ja+8rV/JF/ooqdvDtlcFwoDw0yRLQxS7D7A7l2P4bddUqluenrmUav7JJJduG6JdnsM0NCNArqZQtccQCEIUKpJFFXx/BKpTJp8IU8QmARhiKHr+J7P3j27qdeH0JVHaBgk7SzJRBali1icxsTEdBAg1OmrhXq885xZTiRk98h9JlPPKg4TqzFHMN2LBIGYmHSqUKhIkpKKnfc+ENvmU7DN5bFhkunsxFzaifv+rLNRHw/VeUF0RtqOeSETJ0mKeUEz9sivwG1QGR9GkwFaFOK2GuT7ekgVsuR7u8gWc0gRkSrmEaZBggTZps3+nzxM0bIIvTLDux5nbqZA67GdRE0XIQwkCqErNF1hmgpThGQIWN1T5NWr1vDygbkUlU2pUqfWavPNb/4b9UoNGUa4rovntWm3Xa6//lr+/M//khdf8VJ6unvRNR1NaAhhEkYGha7ZpDO9KGzqdY9ypYFhZrDsHmbNXoouQob3b2F46DFkWIOoDVGdRu0pDoxuZnRkO0I4WGYe08oidBuhJclkeimVaygREfp1ZNjGNhwcK4ehmehxbb+YmJjnVaqfqfNYj/edpgrRyd2nrBPxw/qJIugkGlKiM/fXDHy2/ejO2Dafom12WxUa9RK6/ixq+J4s8XCPOQPEAjXmBcvtb/9vZG2Nvrl9tFtVAq+NZRiErkcURPitNl7QxsomsNJJ8sUu8j29CN3GVmnMsmDHg79k4Zw5zOoqUnA1GG9iomElHAzbxHPb6JaG0hVKVwSRT9huYIZtekyD5bkuZBARGha7Rsb44e23E4Rt2u0GzWadRr1O23VZumgZl1x0OZl0fkqpBQHCRDMydBfnY1tFpLRIZVJEUqJrOUI/h6H1QWThtcqUxrYytPdBdu54gKHdO2k3dWxzNrnscoTWxeiBGlIqdE1n37591Ot1LMuhr38RMnLQtQSgkMJDaAH/8ZW/mckujImJmUmUOLh0Zg+euFA9mXIzz+66tCOWZzrXyV7PNCL1mK0KNNVZzth3Pic4+n51dL0CGWGFAWpoP/7WrbFtPkXb7AdN9uzZQXnXbnbcfdfBez3d6Nt4662n1KvrP/95WuPjp9RGTMyRxAI15gVLwgLD0cj1d9M9Zzb1Wq1T3LvVxm20MG2Lql+lbrTw7JBWu4ZTcMjO7UPmHELHYGjfPmQkKWS72P7LzQhhYNspTMckkXTQdUHY9jENC8O0O8E7UYimgwg9ZtkGKQ00LUS3fPbseZRGo4qUEX7gEQRt2m4T120BAk3oKKGIZITrtfCDNlKF2IkUlpMmkcrQaFYQmiQMQqTUqFbb5LJFwqDO7l2b2L//Ycrju7DMBNnMIKbZjcKi1Wpj6DoyigiCFo1GmWajTrlUY/bcZUhMQiWRBGi6IJFO8ptv+YOZ7saYmJjnAFKpyQmFnJBIfY45XTtlcfQjrv8EXENCPaPHVMBETdaJ6bKnmVapRKtUOv0NnwWUUEgdUkoR7d7L7rvujm3zabDNuUKB/oFZVPbvZ+e990654Yff/0e+8Q02feWrp9SHF73lzfzDVVefUhsxMUcSz0GNecHx3fe8l24NTFOgZESz0URLmpTG9zHQOwcVeYw3SvTPm4NPhVboYQgNPYI6dZL9XRTmJijvaIKW4Km9u6juGcHuSpPQe7B1G93QMGyDVCaF22wQBSGpfB7oPMsEnkfkuQzm8vSbBu3QoyWb9Pb3s2nTLygUBliz5kJct4VAEIQ+pu2glMK0TQQauqEjgoiW26RUKuFHCjSD4eH9NBsuc+eYhKHO8PA+YBSvPYyiQRi1EKRptoq0fZtsfjZKE7S9Fo7j0Go0iWSAUhGpdIab3vWBg/fuK5/5U0yl88rX//cZ6r2YmJjnHpPpQs/lWD8xMY1uUqCeyHc5vhdVTNyT01Eb9Eju/v//7zE9X2/8+tfoX7PmtJ/zTCCkIoGisXU72+64o2ObLS22zSdgm4cf3Mj+ZsSmP/kEaydsc9rJoVspipkeDDtLXRxgckyriRcpSkqE1vFP/eSv/g+/98D9p9SHumUB4DUa2On0KbUVEzNJLFBjXnB0I9F1kJHCa7k0m3WqzRJ1q05S1KmqBqN+iUJiEF9AI4jYuuMRLjvvYq648iUMDQ2RNiy2BU9jGUWeHNlNbbzCkoFZtBqKTCoFXoDhGAhdkOsp0uEQ3oIAACAASURBVKg3cJtNcvkCKghp1hrYhompaSzJdbFr51MY6Yj5Cwps376Z++7dQLFrkIUL5xEEAQKQSqKEJBElsCwHwzBwLAvXdHCSGSI1jm07FAsDZDNZao06hXyabD7J3n1D6FoT8FCAVB7l2hD5Qgbb0Wi1qoRhyPj4OKXxEtlMGsOw6ektHHbvIl2nLcOZ6LaYmJjnJFPqLR7mSXwOuUdPGHGMv09Pi6eLW1Z3xOfNWzYftW30scf56o030rNsGW/592+fgbOfKodq5gop0aOIxranePKHP6Lb1GLbfBK2ecFNb6LQXeD7/+NPD9lmM8Geezfz4//98cPu+sNf/xrQGTOfPO98fv+Rh9F0HQDrBETl5Jg7Hp+9/Irjbp9uvMbEHItYoMa8YPj+//5jnEoZQymUhLDl49eatKpl6uE40cIsDcvEtx3GtlfZWtlLoiuBlkmSGuhm095Hqd43AvWAhJWhUCySTCTo6RHUCyWCsXH0rIaV1BCa0Qnl0gRKKjKZPGgGoesj2z4iAsuyEBr0pNNYykN3oLu3h5/8bCdRkOMHP7yT6697KYsXLSYMJX7oEylBGEpMw8eybJQC28nQ56Ro1FrISGEYCSwrSalcw7AsnGQPC+avQxd1Rkd3gtDIZAYJAoNMtg+UYLw0RiZbQNNtij39CKkolyukMsXD7uHbf/ejM9J3MTExz1U6GTyFOOP5e49xetmZYzr17GLSozslVPcsJy7SEGcknPd44hSgd+UKbt6ymVtWr2Hfpk3Muuii038Rz5rJbL2d7tBQuLUSux/fQDqvx7b5JG1zrtCDlJ1x3TuwkErpAJn8IN2/sZJVv/UGhKYz9Mtf8sQPfsC6j/wJoPi7y6/g/De8AU3XaVcqwLHF59QxplsWH9q0cZoe7dSbVUpNzEGH6eoRn4jAjYmZSixQY14Q/Pw/v0pCNhgwFrPj3gfRygG+6+M2WwSuR61Wxp9tUI9KuM06a3/9eu752Z2k9R4uuPhS3JEqublzaYSjFAdncdXLXsXweJWxikuj3qKnyyOxGpYMDjD82FYqT+1Fa2uYQkconSiK0DRB6Eu8WgPLsmm0miTTNllDkdJC5q9ehK7bVBoaqZRNqDzu/fltOM7VDA4uJ4xMJALf99A0Hdt2ME0T07HRNZ1coZvxAwfwvJBGq00uX0QphecpbLMH00hhmh6WkySbm0ur5SOVTr3pkkzmsawMliWQMiLyAwoFk3q9NdNdFxMT8xxHKRDaWSozMx3Tic/D1p3oNR2r9unJ1ESdmJZ6Bh3IJ+KJuuL97+ebb33bCXutJiO0z+R1w6FqJAKJ79apVIbpO39BbJufhW3u6VPoE6G68xYsx3IytH0JeoTj2AihTdxzhe/7bPr85wnbbdb96UcA+Pu1L+XGL32R2ZdccrB/blm95oTHjFCgZEQQeCScJEoIIlRccSbmtBAL1JjnPQ/f8yOImggdvCjE6MkyvvMJVFvguS7VUgnP9+lO9pDq6WXz2IPs3reNpGVSHR5l9+atFEixZ+s2sku6ufRl17Nj/yiNuqKrOIuuLoMgbOP5dRqGxrzLLiTfW2TXg79CjySa7LwzbtXKSDfA0R1CPyD0QqJWQNpyyKZ0zjt/DaOjFRAWdtLC9ceY059gvPQo9WaN+QsuQVcWURihCdkJI0pYncQbmk4ylebA6Ch+GKJ7Pgkngabp6JrA9SLGx6vUqgF600WqVmcOSiBBgGU7KDrhPr7vYWgGqXQCK4zDeWNiYp7rHOuJ+EhhOVm/dOr6I4+drg7q1HUn9vR9cpL2xKgPD9O7YsUJ7XvF+3+HK97/O4et+9Krb+C8199I7/LlfOvt7zi4fvHLX84Nn/7UwYudztu19LrreNUtR2dtD1ot/vbSy45af8FNN0147Q7nZx/7Kx7++tcBeP89PyKTTcS2+Vna5k9feOHB+2qYCbp7BhkdHeWRf/029oQ4rg0NMfrEE2z8whd44O//nis//Pus/5fPc+m73wVKHSZOj8cHN21EAZ98Fp7Qm7dsjsN7Y06aWKDGPK/51X13IEMXy9QJpcFoo0LdlLSdkPZIjXalQb1WxcmlSdQNDNqkMUjlkwx09yD2j+CNVOmePY9r1l6I7BI89vhjdHUtZN68uQjdIAwj9NDCcFK02hX2PbkD0ayQXz6bVJSisnuEsNIkUi08v42TsnFrTVQYIQJJImGQz9t0Fbp4cP3D6AIM3QNVIZM2CYP9eIHg/vurrF51OdlsmmymQDqdRje1ibekinqjxsjoMPPmzZ+YGyNIJZO02y5hFGLaFoblIDQdISIQCt0wkZGg2fJA6JimgeXYeG6bltvm11/zmzPdhYdx+79+nuvf9K6ZvoyYmJhziYNqURxdbuakFOSJlZaZTAR8uqOKv/7GN/HffvqTU27nW+945zSCQRCFAZ++4ELe9K1v0rdy5WFbb1m9hr+77HJ+78EHDlv/t5deNq34uGX1GnpXrmD1a16DUp3gz60//AEPf/3r/MGm9XhuObbNp2Cbbcfhw49s6dTiUAopFY6TQtcNBteuJZPJYNsOCslTd/yY+z71Sd5z552gCVBw2x/8IQA7772X+VdeecSonubFzcSqyb4WCj518cVEvs/rvvYFlFJolsOcxctQhn3GPfExz3/iMjMxz1seuvM7SK+OjUJ5kqipEZIgyKSIZtlUG2M063WiSJHKZvFGmyRUmiVz10BTkk4mmTVQJFIV1qy7hFmL5tCfy3PReRcwa1Y/UvNpe02EjEhYJumkQ1d3N4sWL6d/cB6hbuDM68JYmsZamcDrbhD2SgIzxGs30HSJTEiiqEpP1gDPZ/tT46CnMXSdVMoiX8yRSqRJmwEJVeeR++5lx2MbcUyBoWsITacT4SOpV8s8cO9dtN02iE5GykgpdNPCdpIkU3mK3YPk8z0Ypo3jJMlmc+QLOfr6eslmMwhNEPgefuChNMm9p+Fh6HRx6yc+igzb3Pntr8z0pcTExExhMkttR4icXK1PIcQZyXI7zZmmiNNDpWQ6V6vzzEp1QpxOlJXpVH1VB6vMTF3OFI3R0VNu466//v+4efOvpt326Qsu5DX/8LmjxCl0hInfbKLkofmFW3/0I1Ld3dO29Z6f3Mkdf/a/AIHQACH5/h/9dz648S6qpT2xbT5F22w7JkHod0Rwx1ULCIrFbux8DiOTIVEsMPLww9z3qU/y4c2byfT3kentJdPXy7bbb+c9d/6Y/7q5Uyru8N/hVP9/pzaSUOLgLwYEf7NmDbnBQW76ztcZHtqDDNsIISmPj/HJNWv4yV/+1UmOzJiYw4k9qDHPWzQRkMrl8Btup36Y5yMjhcBCGhat0MNrNdCEwNChUh8hl+pn+RXn0zWYZ/ipHVSH9tNqtmnXSux74pdYUYidzJEsDpIfmM+4GyIdG2EZ6IaiJ2VhSJ1dpRrJyKA2No4SivxgP0IXLFt2CQce3c0j5Xso9uVpZgKMvEWu1MXTe4cYLcPcBRk0o0U+n8UwTCI/ojRWJZddSqsa4rpNAEzLJlIRQtOIwpClS5fS1VXEa7exLRPdthAoNE1gmRZCKIQSRFGEbpqYpgkKwjAkkF5nnorXRtM1dF1HE4K2685wLx7irX/45/z4G/9C6zl0TTExL2gETPW0aBPz4TrpUmZoPuoxOPTw3XEFCQFKnWg5mUkO96BOJ2knEwCdew6kzveaf+WVx9wjOzjI565cy/t/cR8AlT170G1r+n37+7l5y2YiFGYUYjbqAJS2bSXZm49t82mwzbeue/nB+73uIx/hwptuIplIUuwucv8//ws7f/hDGsPDXPDGN3LXX/91Z0chGNq0iZ6lS8n0DxC0OnkmZCTZu2H9wcy+kyNYSolSEoRA1zTqoyP887qX88ZvfZO+xQupHthP3+xBNAQt16V3Toabt2zhltWreex73+MD6x96dsMx5gVPLFBjnjfsvP8X7H/gfoJaBTOTIIOGLhWNZh1Cgef5tFwXtxmi9DSiUERWQrK5NEbGIJlIs/wl50FW4+HH7qeyZy9+2WVoxx4uMix0JP3FPur7xqnt28aBJ/ZhDg4S5h1S3VkGerrxdw2x7YH1OJZNprdIywjxWoqtDz/K7i3b2fTTjbxk3TX0vngFfXMWEtg6baPJrAM2t931K4SewbJ1lApxnBQom+GhffT0LaQ0VsJJdVNrlPADH6U686KU7GSsVAre9Ja3sW/ffjQBCEUkQ1QEUtNwHAfTMAnD8OBbXM/zUYBlddYroN1ug5RYpkkUPbfmoNZdj9e843dn+jJiYmKAI8XdVEE6o+J0MhGPmMgYe5h3aMIPJCaFtDbxb+k0DUyDUEdHCR+2/Yj/P9dY89rXTrv+RHrrTd/8Bp9b+9KDny97z3u479Of4WtvuIk3fuPrh7UmOjcYQ0qshsv+B9bz5o/+Geb+cTK9XbFtPg22+d333kMuX0BOng+FEBr5fIEtX/wi3atW8Zu33ortOGiaxj0f/zhP330377n7LkDgeR4ArVYLwzD49jvfxW9/+ctIpQgDnzCMEEJgWiYoxafOvwAZRQB87cbXHzY2fu2Ln+VHR9jmwHVPKulSTMxUYoEa87zg6fseYGzDIxh7xtDcJt7IOE9XywRdCRpE9PTNxnMjWg2X0nideqmJ3z1AfbTGBVdczN6RLfSuWsSvHtvA7j1byaVsokaDhNHF/EVraKuAgUWzsdMFGgdaMNrEEBKlVfDbMH9WH42n9hM9OU4+zNEIa2TyJqEhQEvSZRZpew127tjG/ea9XPmm3yY7Zx6NZsT2LXfhY/L07mGy2SUYWggyot2SbHjoMRbOmY9lJ8gWQtyWSy6dJAj9TpiQDBFCIKUEJUgmM2hieOItq3Yw/buMQkJ/os6alCA0NF1H13WEEGiahmXb2I7dKQKgFEqGVMqlme7ag3zvG7dSrVb5ztdu5TVvfOtMX05MTMxpZGpY8CmLWwEC7bBWD4lQcdjnQ+d65qy/B8Xn1Dmt5xjFJYunXS+AzMDAcY9NFApHrbt5y2Z++n8+dlhipfNffyPX/q8/RVMKo+YytmlzbJvPgG2WUcDBlwETkQFb/vM/+NGffIT33XMPgRCMj4/T9n3ueP/7UVHE677zHcrlcidsFzj/Xe/kS9f/Gm+87b8AyCxexPj4OKZpYlkWUkncVoswinjrXT8DwPd9wjDE1jV0DcZGh6lWq/za125l1Xnno6bMHvzs5VfwmYsv4YMbN5zEKI2JieegxjwP2PvQBir3bYSnh9DdEOErnFBDDJUZfXw7tVKJRuDhaYL+RcuYtfwC3GQPm2stdlU8dg+XcIVAdxIMP7GDrJ9EVhS59CCVagsnlycyTRoqpG5KzGIOLwwxpEEh0UfByzL20C4a22poMo0wE3gEuKqFZoPn1QijNk4uBYZBqmuAUKQIZIYIm1yuyIEDZQI0RAIa9QM4VoJyyadWt6nWNfbvr2BaNkIP0bWAKGwgozZSKqJIImXUmYuiNFCKKIqIZIg/8RZUSokX+LQ9Dz8MiCbeggohMEyTSEpc16XZbHbeqiqJ325Sq5VnuHcPccMb3spb3vuBWJzGxJwlzmrpUHHI03kyc1invcSJLEWdB/fJZDVT2xSHf55uIukRi5gI7z3kIRUHW5luOROc//rX8/htt53w/resXsO2228/4f0n62KeLOs+8ifcvGUzH96ymQ8/ugUnl+MTq84j4QaxbT6DtrnVajIZdq5QSClZ9qpX8aFHHiGRz1MoFBgYGOA/XvtaMn19vO5rX8N2HEzLwjRNdN3gvDe/hXa5zA8/+EFSvb0YukEmkyGVSnVK5RgmtuOQSWfIZbNkJ5ZUMolmGIQKCj19/Py9H6C7f2BiLuwhfveB+2NxGvOsiD2oMec0oxsfZuyhR3Cf3oMZhriNGp7rols2QgVIMyC7sItIWMxbuJwDYyWGSzUiI8VQrUnoNnh0xw7WXn0xT29+EjwNGWgImaBea5FPFonqAYaZIGmnEUBZb9AeFBR7u/BbLprrkxAOUpOQUQSRRCgbX4vQwgglDNphQMWrkls2m/5VK0j391EY7GF4wwZM02F4fx3b6EJJhQojSsNjRL7L4kVLCAKoVSGTNUkkFU4qpN4co19bBJEJCHTDQNMErtug2ayg6xambaNpGgqIFIR+gGVZpFNpMtkMURjRaDRotZrU6w1My6SntwfHtlFhQK0ySjJpz3APx8TEzBjiZOdonhpTPacn6lE9nhg8GGqpnmnPzlmeiZkO3335n/0pt6xew4pXveqEj1l6/fUnvG/wDPP7927YeJytE3dFE6z9wAd49Xt/N7bNZ9g2f+MVNxy8+zdv2TwR6ttBKkBJkukUoefRt2wZX7zqqoPbPzwZdqvgore+lU233srNj27pzB1XqpPwTIhpqysZSYNUMomUkigKqdc784v7+weJpHzOhrfHnFvEAjXmnGbv+odpP7qdhAClaUipqJUq6JqNrym8Lg1HWczqn8foeIW9Q8M0Gi127xmhVKtT6M6THpxF7UCLbb94lNWXXoBlOlRHyiQ0DQ2FkdWwhUNYC9m3dx9KRCy76mIyqQKj20eo7i6jaSF1t47IJBhY2o8Z2LQ8H7fikk114eZcqsUGImnhZFM4SiPRlmRciYhsSvsbOFYWN5JEQUQQhtiGzfC+feRzWbqKA0hpYGohmtBw3QZB0EY3HACUkkgZcuDAMJs3/5KFi5ZgWibF7h6KXd3YjoNSCtuyiaKIcrlMvVbD9zvzXGzbJpfLkUlnOmFHRKTTCWr7xrnjP/+N637jt2e2o2NiYp4zPNM8zFM/wZS/pxWX0wvZg1uPeW0nf9FHe5Fn/vF72x13sPS66467zy1rzjvt5/3W29/OeTfeeOgcU+cXKtUJT5WKpB+xd/0jsW3mzNrm1/3nv1HsGSSTzR32EubT559/VN8tueYaXvbHf3z0b0PApltvBeCBz32Oy9/3OxwKG1aHCdPp6uNO5RMrVx1zWzwPNeZkiQVqzDlNa/tO0qZJFEiiKELoGjJStGp1agmd3II1zF15HuVGm9KBMn4Q8dSOnTz15NMU8kVUfQxh2zz+4EaSwsZr+JC26B6cRd408Zt1bHQsbGgJ2sNNUsUUtVqV0co4SgthQEdPJcgKG7PgUKqPE7kBtKG67wB6vhOq0zO3F6OrSDBeIXh6lF0b9mI22hiWJCUTtN0yejZNX88AfqNOu17BVyG6oTNnzixajTqu2yKVLFKrNBgfG6NvsNCZkzJhRzRN41ePbKJ/oBddE2SzGXRDQ0YRrtum2WgSBgGmadLf14eYyNhnmAaariOVQkURnudSrZaJohDTMLn79tu56iTexMfExDw/mRRsZ1ykHjrj9M5N0UkIM+0lKDFtKceTPvOR2XjFyQQfnxk+uHEDn7n4El51y98cU6T+642vB6VOWhQMXnjhMZPaTJa4ueZ//dnBddf9xUcP7S8EQoATQXnL1tg2nyXb3Kg3sEwH23EwdAOpFB98+JcYhoHQNJSU3LJ6DbMuuXjan8Mtq9cw94rLed0//zO3rF5DdtYsVr761dOOj864OPwXMBnd8MnVa7h5yxbOZsRFzPObWKDGnNOYvk9kG0ghEELHdGzMXJZdzWGcVYtYcvVaDvhtypU69XqNx594nC2PbqG7u4darU5LaoyNV5nbPxvplWkHHsl0F3ohQRR6CC+gtH8vg31FyuUqvZkB3EqZA/WnqYU1ivNmkShkEDkT2zRpN1vghpS270N3dWwM/KhFeXgIFfkMZHsxgwTy6TIJaaNJizDSSZHAlGOYImDXU49SzKfo6S2gCxPLTOK221Qq40RhG4HF4NweDDPZyRI4kblPKUlXsYfVay6mkCsShAG+71IeP0AqlQMFgefh+wH1Wg1N6yRj0Az9YEiPkoqEYxMFLYb2DWEYBrValUzW4J477uClz/DWPiYm5vnDxEzOjiNFHFo3+Vh6dkSqOJSLSAkQ8uCVocTRj8OT20+6hMy5gWHb3Lxl80Fv1nk33siVH/ogrVKJn3/ykzz1004im2fjsXrDV27l1t/6LW5ZvYar/8cfc9Gb34ySki/dcAPlnbuOqp+6+jWvYf0XvsAtq9dw7V98lJWvuoH2aInb//bTrL3iZbFtPku2uVweJ5PNkUylOnNXDRNQh9WsPRKv0eCzl1/BeTfeePClw+S4euQb3+Smf/3qMY48/Dd1pFyNiTldxAI15pwmDHwwQNc1MAw0xyIxq5c5qxaz7NXrqIQejfI4tXKJamkcS9dYumQJSnSKT2csxUBPN8VA4lUNlGwh3SZBwqSpeUS6h6v51Js1TMuiUa7iulWsooOZtjFTJqEeEGo+rXaTeqVGUKqhopB2w0XTElhWAi1Q1IfHadsV0tk0ptAwNIEMAhIIuhIpHDSSpgOJBOetWEO5XEETDulMkWS6wOCceXjtBtlMiite8jKE4aDERGQVqpPMIGPxkivXgQpJJHTGxg7gWDZRqLCdJPl8Acuy8AOfcrmM7/tYZqeOnZQSTQhs20I4Ol3FXpLJBJlMgVq9xbpXnvi8p5iYmHMfcdQfE+VZ1CEH5dnzpE5ex6EESJPz5A4rE6OOTIikjmhguqy95x6TAvTJn/yU2/7wD0nk8lxw0038xmc+c8xjbvzSFzETieO2+9bvfheArT/8Id96+zvI9Pdx01e/ipPPT7v/O267DRA88I//yLfe+Q6y2Txd/YOxbT6LtvkbE7b59zZswLITzxiF/vcvfgntWo333XM3ya6uo8bVLavXHOZJf6bQ3klOZL841DfmRIkFasw5TaPpktEFmml2kg7oBnoywYtedR2jluLAaJlGvY6uaWRzWdKZDFIIStUqpmUxWFzG8oF+9qxfT9/iJbTH97B/9zZykU+iJ0Vu9gBFI4H0FV69hhYEnbkhvkbX3D6C0Cd0A2puCSklIjKxbJNkIUujXiWKoDw2hqGZpBI53FITZYRI3acp2wipUIHG3EIe74FhhkaHyWUSbN64hUw6S3dfBst0WLJ0BUJXKBWiqQjbdvADiWnoE7X8wNAUge9hmzZK6piGhoxCypUDJJMF6vUG1WqV7u4ekskEPd3dnTe1mj6RAbCTYVDTBJqm6OrqolYt0Ww2aDarM93VMTExM8ixJN/ZZ7JMTOfv4ydAms6LerJXP9NBvcdn8cvXsfjl605o32SxeMLtLnvFK1j2ilec8P6Xvvd9XPY77ycXSh756rdp7B+NbfNZss1vv/OHOIkU9WqZrh4LIcRBsWjYNh946MGD/RR6HpphHFco3rxlM9/70O8f9jkm5mwTC9SYcxo3CMkGEZplI5SGQMcPQ57Y/gTmnEFM3SSTztLQWmimiWWatNttkp7H7NmzWTBrLsV8ga1bHmfH6B5WL5hF6JXRJdiahed30sSH5QbC83ByGWRTZ2zPAUJLYOd0fN3DStsoGRK4bURgUto3RmnHCL2Di9A0k0qlRGO8Qlc2i4oUkfQIogAZQug16TMNLluwhIcrZXwd8rlesqk0CcOmVh6n1axj2iamoWFaFr7bRBMaKowAiR+0ccOAWrWC9DsGTdk22UKWUnmMbK6IaaZQSlCuVBgvjSOUwjA6qeY7bYQYhk4mnSKRSGIYAsO00bQGQgU88NPvc/m6V850l8fExDwHOGte06PKw5zM/nDs+qaTbuDjhwKfg6VOZ4CJUidS4ZsG+blzGNk9FNvms2SbNU0ShW2ymRSe18KyLP5gyxbUwb45hGHbvO+eu5+xR2/49KdO/zCJiTkJYoEac04TOhqh76GZFpZlYZkmSSRe3WPd9b9+cL/v/9f3aLaaNGp1DMOgr7+fd7/nvUe1982Pf4C66dCT6oWyj6zV8dwyjuPQjgIi28S2iiT0Auxv03i8jJvwmH/eCpqVCu3d44TKImkWSfb0kEgkGNszguWlyCfT6DKJJjsZCG2lIQydSEsTtdpct+wCuvbu4Vdje3Esg3TawW/UEFJR2rWL5WtWkM/nsG2LdqVCu+0hI0HbczF0QTLpkLBsqtUK7bZP229h2gYL5y8jmcrh2Gk8zycIfFzXIwo9IAI0TEOnWChgWwbl8VG279hOGAVousLzmoyOjHFgZJQffOtL6KZB0/MZL1V5z/s/fPY6OyYm5jnNUUmFjoHiBAWumlpTUU0sk5VGJz9PeyUc7T1V0xd2PavFXp+/CAQKgR9J5qxcyr4N649pm1PJJE4yRTKVJuN5R9nmYnd3p9ZmIslvvevd4JV57N7vx7b5OLZ59py5h9nmVasvIF8oosVvWGLOUWKBGnPOsvvB9fzyW9+lsWuItGFgWgaRUmgKbP/wh45kIoGUETKM0A2D/8fem8fZcVX3vt+9dw1n7rnVGq3BkmxZnmcMBhtsIJghDAYCPEJwCBgMwQl5GXi5N/fe5HNfeBiCgZAAYQhwCQFsbAY7gI0BG9vgWZ5kax57Hs5Qp4a99/ujulstqVtSyy1rcH0/n6PuU6f2rtNn19GqVWut3yqVStPO+da/upHPv+f1OEmJvBTUG7uQSdrLrCwLxJvrxGGAEAaDxnVcIjS1nVXqg3WS3QbHd5BFjyQ2DI+MYWqCcrmVpo6QQhDURrBWIBHoxNI0MRZFyc9xztIlOCJkoFFluHcnAmhbuIDlC7tY0NGClJIwbNBsBsRRgtaGXKFAqZQHLKPVEYyJaW1vpW9gIDVxwkfHllgkSKGwBjzPQ+U8cjkfgcBzJKND/YwM9ZOEQdpETWuSWONIRbFYZOeObWzbspHevl6e3rgJN1fme//xTd701ncc8bXOyMh4ASLMPk7qNNv2dTDtwZzXAxxuQqF4yr8Zh44AtDWYoo/b0TajbXatQHoeUjlIKfezzaVKmZzv47se1hjylXa8fBulQndmmw/RNn/gg92USmVcz8/O5IzjksxBzThuWXLh+Tz05a+zY+sutLUkVuN4HsIK0Hur1132iiv42e23kJ3UywAAIABJREFU4Tounudx+RUzq9EmoSAJDdbJUW7pota/i8ZoFdctoJSi0T9KozpKI2qAm0O0egz3NklqEaZmkEkfhXwe183T1tWN0ZLa6AgUXXK5IrXaKMrNkUQRjldI04GswMYxJaE446TFaCXYtXsn+bYW5p+7lraeDppBlSiOCaMIbTTWWFzHI2zWiOIG1hrCOKEeJHQvWESls5ve/n6CUON6ikYjwPN9ypUKSik8z8FVkt5dO9m5azsSiysFrucSa4NSkkQLtNEUC0VOWryUTZs2cs7Z59M9bxE333xL5pxmZLyAOBSXb9qOMIc4dlr2i3BOjaTue1Sx5/lhXpWLY6CVzPHGZFx7vKWK8VyWrDllRtssEkOu7BMnCYz3/5ywza7vkcvl8H0Pow1SCoTycL1iZptnYZt/c/fdnHrqacxJv6WMjKNA5qBmHNd0rljOQM/jmEZAHMcIxwEkIo732/cVr3zVIc3Z1tYNu+rUR8bISQCHRnUM1zeEtTpBbZicl6Oj0oXXPg+TdxGORFYkRAbiBtX+XdRHBzFRQq0xRsvCBbj5MmM2ZmxgAJsrUSq3EGqNtAKLBimRNqZFeaDBK7fhtrehHEkzaIDrkmhNGDex1iJJ5eutAWMSXNfFdRz8vEOuUKDc2kmh3EIQNJBCoJAEzSZCCtpaW/Fch4HdO9m+8VkKnsJVCkVqyiKtkUIihSAxBqzBGktX1zweeuAhXv/6N5Dz8nz8EzMrRmZkZJyA2JkvdqdL2502wDm7A852wGGN3Tt6mnF4pKrKsRQHtM0qisk5Do7j4giFctP+nVJKPN9HKonWOp3RQqwN3fMXM9y2IbPNh2ib12/aitEGR0LmpGYcj2QOasZxTVLKk1+xhOoDj5F3PWxscF1F3AgOe87NW7fibx/GSQRCa0ScEAUBbk6jrKXS1oarBMr18StljOMSG4MUEmyEdH1se4VyWwtK+fiNArZYwunsZmSsn0p7CyNDAcoH5SuUtSAMxsQYY2HEgNZYExKXQ6S2xGGEtIIoSUiMRimJ4zhIITHS4ioHISRxHFIotaV95xwX38tRKZZIdIKxliRJcF0Pz/MxccD2zRtRJsZB4CkXgFDrVHxCxyQm/R1rMcZQKBQxRqCbEWeftoa/eP81/OMXvjRXy5mRkXEMk2oKiQM6qQccy/PXO3WyF87sRmUckCkR6v222vF1tSRKHtA2R4Mj5Lo6EL6P6+bSNF8sQsp0MpM6eViBtYYkiqgFUWabZ2Gbx6oNgkadYsXJ6lAzjksyBzXjuGbZeecCcOsfvJ9gtEalw0FIhcRy3798hfLqFax52aWzmnN4bBhnuI8VC04m77lEjQB//mJ8v0CSBHgOBGPDJHGIkobWtgrNMAILqlQgiceI4zqeV8TxcohSyGjYxHNctg8PsKRrAa6bxzQNrdqgQk1MghYabQ3KughrQVpINCIJ0bEg1gk4Pjk3vcOslAQMmphmJFGOQz2q4TZ9du/ejbGKQrFIoVAk5+eRUtAMI+JE0wxDotoI9eogOSWII4swBuU6qfGLI6IkSctdxlOWUmETRUtbB30D/XS0VVixYtncL2pGRsYxxWzc0X0jpvu6NHPnnM51REhkir1zSKwErcuXMHz/Y/vZZl2rk1TrOMrFSgfhOGnfUCzG2vGbGQIzfiPE9/P86Ee3YjPbPCvbvHvXLla1tk1+phkZxxOZg5pxQtC1ZjW99z+CFGMU21qRvsSM1dG1Ok8/+BCrzzn7kOfySwXivETkc1gETs5HKovjCsLQkG9vx/U8hE0IGg0Gd21Hm9SQKqWQLqA8lF9E5Xx8z8PRmsHtO4mtYaTkcPrFFxAP1gh3DFHd1IdoBHg2wVGayEY4ykdbkM2EaGgMIcDk87iei+v74DhYSA0WEuXnkcoSNQYQJsD1LLt2baNYqlAolGhrayefz6WG01riuEEY1YjjAKklVifEjgMBGNKLSG002hjiJEZrg3JcpDUUigV27u6jvaOVcnl6samMjIwXLjNdDM+Zc7qXFzxN65iMI8Sh3xSwSlGYP++AtllVyuA4iD3x9SnLZzE2jRBaFPMWLGB4ZCizzbOwzZs3bWDNGWcShRHIw8t8yMg4WmQOasYJwUUf/yh3/dn/wOzqQ4cRQgoYaxCP1Tj9qkN3TgEWLD2JectXEPfF6GodRwlGdm6n5jhIx2VsWOM6qYhBruCTL7cgHY8wjMBa6rUxSuU2/FyZSCcIYUjiCONIcoUcQ80aO+MqbsWlu7IU1dFNvGkbtS0bceMAci6RAYmPqMckgzXcQh7j+SgBWik65i1AeT6DgwOYOMJxPBLdIExCjB3Bik5c18PohCBooLWmUCxQLpWxNiGKRhkZ6aNWH0Xli1ij0UaTJAl+LkecmD1GMI5JEo1jQQmF57mMDo9iEDiOPPgHmpGRcVyzrxzR89cDdSYOdKGdXYQfbQRgpSRxPbrOWks4XJ3WNsv2JsJ1cUQaMZ2oYQXAgqMkxhiaYcjlV1zJbxrVzDbPwjbv3rkz+zpkHLdkDmrGCcNLP/m33PneP0MIUMYS1QOaw2Oznqe9ex5mYAAn7+FLUGET0V6hUMrRNm8e9bEaUaNJbXQY4bg4+TJKCcrtnVitKZYqNBsNdKIRiUZHIVFSx2tro0U57GyGdLR3YpQi1i6ypY0kCdjy9AOU/YTFi5fRt6kP11pk0xLuDLDEmHqZnkIRP5/Dq7SC8ugpVKjW6owOD+M4mka9QWtFUqsOsGjRKVjjkmiJ1gmjI6MEjTqebxkY2ER1eABDghU2vbsqBdJRJNaAFFgNUiqMMSRhhJBpTY61ljhO79xKx+Mj1/wh137kz1h9+ulHYFUzMjIyMo5HtJTQ005x9TKqI6P72WbZ1cDJ+1jXY7K0WYCwabq1FXJcydehpa0js82ztM21apUkipBSYa056HplZBxLZA5qxgnFZV/+JL9+35+jrEZYg64HPPC9Wzj3Ta875DmWrlzNs727SeIAX8U4MsCIiDj2CRoxpWKJZhIj8i7CLxM3Y4aHaxjbT7MRIGwMcUhUr+GXimipMbZGrthGS7FArVnG4OM5JVxHElvLYNnyRHGQC847hWf6q2wL+1i8dCWDg4N4bp6Bnc8iqiXKS5ZAHKGkItEWIxXlUgs6TmjUIpTIUS5VGBrsJ59vYf78pZScErVaQNjURM2IKKoxPLQLaSzWJIyMDdPW0g4SjLEokRozYWxa46I1Y6PDdObzWKBeq6WpUUpirKFcLJGE+6smZ2RknFjY8RTBVCxpbubcr4vMxLHmMEq7f12sSHWUxJ7Xs/rTucUiUkEt5ZBb2E2tq5V4aHQv26zH6uRaW5Bumr46ybhzigXfc4ijCCtUZpsP0zZ7OZWmBx+dUyEj47DIHNSME47YJNixgMSLsaU8L56FcwoQ6QgjEvy8xeqARlKFvGVoy3YGevsgirBxiOf7OF6NfGsHLa3tSNdHSgk6JqxXSZoN8qUS+fYyA81eBsJ+XN+yuGMx8dgwFBKU56F1TL5FculrX0F/30Ye3PAQL770EkyS0NLVQrG1TLvTweBwnVg3EbIdi0BKByEEjnLo6OhE2BglXEZGhnFUjl07doF1WL5iOZWKT40mWgtqjQau42ETje/nqY6MUq2N0dLSihUQJ1EqXmEt1hiUUmhjUvl8KRmtjtFaaUGbVNEzlytQKOSP0GpmZGQcS+xJwUy9OjsHl737+oZH4kJ6Ov8zay1zZFFCohQUKmUq8zoZHRjcyzZ7QUgUNMnl/PQOwRSFaAHjz0GItLY4s82HZ5vjxEBWjZNxnJE5qBknHFoKmiMjBBqkq2Y9/v7778Eb7EcMDdLamaO9p53OU5ZQ66nSGBglrgXkvBzGGOrDg9SG+qjXxlBuHiHBak3cDHAcRb3eIOnfidPjIisWmjUi3YtqaWekMULDdUBIHFczUBujd2iEi694NdoEWC1pxAFPP/UEJy1dQq5QoVhqAStTCfu0Nfp4k3NFd3c3ixafxI4dT7B06SI2buxnx46dtLaVmDdvAdZIGvWYRm0YR3gYkaC1IYoS8nlDGDeR0sFogZRp1zVtDBZwPS8VqzCW3t4+Fi9eAlJx9TXXAvDx//cf53QNMzIyjk3GszD33/YcvMqpQ58vZzFzSo8sYvxhEg3G4hYL+9lmb8kCRNDErZSQ0tnTGmjixoFNo/ae77HpmfU8lNnmQ7bNCIcLL37RpC6SHW/vlJ33GccLmYOaccJhvHFVwERj4oQ7P/slLvvQNYc8/rEHHmCxMLSHMbKgcI1gy/ZnKRbb6W5ZjKkZHJv2FquXC2gd4fj5SSMYNptEYUS+VMYg2d23jdHGIG53jniwSq06RkfPYsodrfh5H6slcWwxWlEo9PDLX/6WkaFBTjvtHKTMsXOnw44dG1i16hTWntaCAYSQCEsqHy9E+kAyf/4idux4nF/+8nZWrrqEej3m0Ucf5/S1hq7ODmq1fqpjgziqzHjnuVSuXhuiKMRxDDpJjWDak85iseTzRbQ2BEHA8NAwbe2dNMKQ73/ja7zxne8+couZkZFxTDApAGqn5MNOiXZNRrymMLXFTOp37O/FTk3lfS5ObsaxhkhTwo1BW02k7H62OQ4jlE7SHqDO+OWonXjYyd/NeF1qZpsP3TaXW4osXb6cxOg01TpzTjOOM7Kgf8YJxW+/8jUKLWW0AKEkynXQZnbiAO3lDmRk6WxZSLc/D3dY01YpU1rRxmA0zO7dO+nbvpOdm5+lUR9ldLCP/m1b6N2ygb7NG+jfupHRwd00aqM0m3VKLa20dS2iUOqmUG6jnC/THBmjXCgTYwniCGMFQa1B/+5d7OprMBKU+c3DW/jd41sYqWm0VXR0diOVi9ECo9Pm3KmRMhhjsFbg+nkcp8SDD95HpaVAsVhGqVa2bOlnZKROf/8AnpunWCwRxxH5fD5tkq4NzaBJMwgwJiGOoz2iCkLgej6ul2Prlu0oocj5Pvfcczctba1HYBUzMjKOfaa/3BVTHgfa80j7osLueZyI/PS/38Gnz/rc0X4bMyIArEVrjbEWI8W0tjlK4nQfo4H0Joa1llpvDTvu6MWJprXUkdnmWdrmid6yYoYCa5McnnDSt97+ncMaN8GGOzcd8PUb1t74nObPODHIIqgZJxTnv+fd/PSjf0mcxGAVynFSFbxZ8KrXXMXgQw/Slvgk1REGtm7BBj5FX9NW6qTQ6REP1qgOjtHUNSQSoVwcz0FK8HNOWk4TN5AKvGIFN1/GCsFQOEZRQTAyTNIIML6Pm6/gSUW1DpXKPF732jP58e2/ohpY6tUA1wrmdXdRrrSlCn6AtgbG79QKIbAmTflxVQ7Pb2HRwlMZGeqltW0+jlOg0pojjKqUKy0o4VCvNTEmFV4oFstYEyOEIE40jqsQQpJog7UgEbiuS/9AP+uffhzXddm6bSuNRsCy5cuPzEJmZGQcm0xc7KYhU8Rh9lacsVfqxOtTpp2tYNK0taUnmArSY999nOvXXfec59nx4M7nNH7hOQum3W4Zd051hI4CkjgiaDT2s80WiKMYz/cRcuJ8snzxiq9w3UPXjndG1bS2lTLbPEvbHCV2PHsh/ULcsPbGyXPm4W89yq8+fQ/X3f/+A67vDWtv5OqvvpFF5y2c3BbVYz574b/wofv+ZNr9L/3zSzjvD8+Zcc4fXPfDOTl3k1DTu66XgWcG6Xuyn92P9dK/foDr113H4zc9SX2wccDx57zrTBw/c4OOVbKVyTjhCEarmERjlUILeMWH/nh245s1Si2t1HeP0dXWSZtK6D59AaEvEYNQrVWJ6mN4LniVVly/gJMr4uZLNIMAVwlM3ERg01oUIRDaZXjLILXeEUxO4RZKJI0GMlfBccskWjM0GrF18zpOObXOGaefwm9+ux7PyeEJychQjaCZ4HgezShBmwSESutRrEVKgRQSIVxKpU5WrzyLH//g+1x0yUsZGBzG8+DiS15GS6WD6midMGxiSUUWXM8jqIcYY3FdD6zEGgsyFVow1uB5HkODA5x2+uksX7maO++8k3kLelh+atZaJiPjhcLUSMye9N2JosGDO4DCzuxsHk6kUxwginso2w7EpKM8y3HPBxMRpsOJNJW6S7zvjvdMPr/j7++acd/RHWMoV1HqLs64z7u+9/YZ39++XPVH7l62GSlQQk6qQ1tjEAI+dcbnuPiDF4IUGGMRRqN1mNnmWdjmer2G5xemfD/35qw/OIM7/mHmtZ/g+nXXTXFs02/DH97yTm5Y+xlGto7SuqRlr3VffP7CAzqnd33i16x945rJ5/90zufRkT6kc+hPH/kgUqWJn8FwwL/93r/TtrSV3Y/18qYvvoEr/u7yyX0f/MbDXHDNuTO+j5/81U85/U1rMgf1GCZbmYwTDt0MQYAs5PBaSrMe32xWqeQcCgu6kMYQxwrruozu7CNX9VDWUGkpocghXIGWHqWu+Qg3j5OkEvo2aRIM9xOMDlPtG8KIHMrx8HSOxFhIDEm1htvhIKSLSaDc2kl71wJWrjqFbdur9HTOI4wcyoU8I0N9uE4ROy68kKr2gZRysrZLMy7pny8zf/5JFLwyd/30Nvr7h6iNxmzfvIM3X/1uwijCECIV6Dg1fKNRjOsqjEnveiul0oCDASEUWmtWrT6VRjPkV3fdxYL5PSxetvBgH2VGRsYJwr4ByD3iKxO1docwB8A0Tuq4SOueuQ/l/dgDJMfM2qvcf8CeLcdWjvCP/+/bAeYkAgXTO5gT3PSBW2hd0splf3XprOe9ft116DghDgJqu3YTP7OJkUef3Ms2K89FWlAydTqstfz6U78B4II/OQ9t0hRZZQ1RWM9s8yxs84YNT3PKqWcihYPF8MUrvsoZV6/de5EE3Pcvv+XCPzn/gGv51q+/iVv/9Me89tNXTW57/y//mPv/9X5e9pfpuXHD2htxfIe3fOWNB5zrga89tN+5eyjn8jev/o+9nufb8nzwN++bPPZJFy/eb8zqV6+acb7b/uZnBz1mxtElc1AzTjhUeyuxMNDWhtPTxi++/R1e9rarD3l8bWiAkpvDui7S9VFRkTgRhMMh1C2udXALPjYJiKImbrlAMwatU2n4RMcIBUb5RNrg+Tm0dTAWpPCQ9YjGSB8i8JAti1DdFVzPpVJpYed2hZtrY7Q2RC5XoVIuUvA8XCVobW2jXm8QhiHGGDzfJU3ymVCVSO8+d3V3M9y3nUtf9go2bniafC6H5zo4Xok4jLAmxnEksZGp2p+0qaCDlAgh0DoB66ViDzIVuTDG0AhiYm146WWvoLOrnYHBLXzuE/+ND37s747UUmZkZByD2ClpvYeTOXuo0dLpYz+zOM4hjRfjPTsnamcnWp1MjD62HNSnfrR+zpzTg5E0E5zc4V8mKldhjY9TKJIUivvZZlHK4/gevu+jlGJ0d5XffeVBPvLwtePRR4mUApFEjAwNZLZ5FrZ5x9ZN3P6u+/jTB64DLNVdVV7xt5fttT7XP3odN5x+47QO6vr/enav56t/bzXr/+uZvbYtOGfh5H5X3fDq/cad9KIl+CVv8vl333sTV33yVYd9PmW8sMgc1IwTjtLyhQQjeUwuD+X8rJxTgMfvv5/cylPxlIvX3k1rqYOcLLJ44SoGn92F1YLRkYAoTNOJ3FpCqVPiFspUmwFSCFwl8LwijlskMZKoHhLU68RWYzHk3AKFSDD0xLN0V9owvktHa4WB3l5uufmHuG4LgwNjFIsFdDGP63kUSx6NRh3PdfE8H2sNSqZJbnb8KtEYQ6VcoaO9gzgYAmto72inWCxg8XCUIkpClJQo6aKUQcchxmisMWidYK3GcVxcpSZT6LSxlMplWts60zvFicbzBH90XeacZmRkzJ59I6ZTU2rnKq12ZtcyPYoFpLDkdMLujRtpBAFL1qwBR2HG05aNlRwrjurUGsLZpve+4bNXsfxly2Y1JqxF+GV/VmPiIAbGFZuFRTku+UoF291OKdnbNjvlArlyEcd1SELNl674Kn/62IcQxoKQIAVSWDY9u4mffedbRFs3Zbb5EG1zX/8QH77/jwC47a9/hpqu5d74F+1HH7ud13zilXu99MPrf8L8M3umOJgHqxrfm813b+Vd330bXad0TW7bet923vzl3wfgM+d+njd98Q0HPpkyXtBkDurzyE2f/hQP3HYb85YsZsl5Z1Jsd6g3RuhZeDIXvvwtR/vtnTBcfv1Hn9P4cksr5ZZOitInHovI+zlGhwcJqw1MmCBJU38cr0gcNIlqDSJnFMcqmmFArpjHLRWJEkPQ1Gkak+vS3tWF8Fy0NTiei/I9xkar7HzsMXILOmmr+CxfPp9YW4qlFlpaHFw3bfRdKrVjTULPgoX09MzHcRz2MhjjivzGpD9z+Xwq1CAFnV1d6MTQDA3NZhNrDEYASJSSICIQBq01OtFp7YwQWGMAmYpKjN/BlTIVa4gjnR4sIyPjBcW+rtpMdaAzMeNlrthHGGnG8VNFmg7vyBLDRN3sUG8fux59bNI2V6uDe9nmtnmrMUieezz3ufPWr71pr+eHGkm9Ye2NtK9on/Xxan11yj2zK5N5+ifP0La0FcYj0VJK3Hwer70VITWUXRLh4JaL+OUiTj7HyPYq/3bVv/PhBz+AFALU+A0EC2DZtWM7jdoYbZltPmTbbGyTMKxSKJV44panuP7xD0/pFbWHiRrTfR1UgMv/+qXMO617/JlgT+MPO+Xn9N+JfW+g3LD2Rj766IcmnyehnhTYOpxa6hvP/8LkzZB95zjcmzgZxxaZg/o8suPxR5nXVkY3hujf+DCP/+4+pGryTGkpv7nzVi6+7LVH+y1mACvWnE7ObycfScJgCF1rEFWrNOt1vFyBZrNOo17DL+QwGmwUMbZrJ9FYHadQJLaa0aBOo9YkMQLPdykV87gqNVxBFKFyPkEU0lrIE2qD0DEyn8PPaaJ6nd29vcSJQWvYtOVZLr/8tVx08YuQ0kPKNCWNfQRLjE1l7ZGWIGzSDCNa27rwvQKBjnBdSxzHaX2MSCMEUkEjGAQRkWiBwkEqiVRq/HosjSNIR2KsBmHRJsHECcYYPvF37+Vj/+3LR2mlMjIyjgYTNaTCHlrt6VwcC8adU7F/zepsEDZmdGgHQTCCSSyP3f8wYtfQjLb5kt/7CO1dy46B+CksPDe9oH/om4/sJ1z0mXM/j1fyef9d7512bMvCyqyP1xhs0Hny7Bzbp368npVXnIzVlk+fuacNTufKNq761ItwHI2nfNxiBaVcfvJXP2f9bc9w/boPs6+zI4VACsGypUvYtWQxPflyZpsP0Ta7jqFaHeDfrrgZIcUB762sfeOavaLz05OmKk9br30A8bOpfOqMz07+PvVYh5Oyft1v96gPT/feD1RbnXF8kDmozyP9tWdYtHwliR6lf+BuWjsdxkYajAzuIGiMHu23lzGO77hUhxuYJlQchY0DXE9S6lhCmGhEIyAyMcqVlLrasUmClIqWrvk4hRJhGKDjiEYtJOd7uFIShyG44PgeynVRysV3DaI2hhSg61BauJBf/3Ijg/UmxoLjeCjPJ2yGvPUPlmOFgxASa824mqaY7Bk3ISaR9lyzxGFI1AgRRuF5ebTWiNjiSIXrOaA0ctxiFYuS/l2jeE4JVB4bp+lIkDYdR6TPpUoNYZRECGFwpaBYyB/FlcrIyDi62PGgTOqo7h1ZfW5MagPbvbcd3txi/N+Y/u2/4aH7v4dJhrGRxIYeIzV5QNtsRRrNE8eEmwp3f+be/eoJP/zAtXz//bfM6GiIaRSlDiXC9O9v/vZB95l6vK33bmPemi6+9fbv8GePfQRtNXEY8q23/idfvepHvPXml1MslfGLJaTnz+icpvciLFZr2loqnLRkCQzXMts8C9s8NNhHc6zJRx/78OTH+l9/+3PWff+Jvdbsyv/xctZ9/wn++SVf4gO/uma/Nf3cRf9CWIsOeh5MHbf3OSgm17jviX6+e81Nk69YfWx8pzKOPTIH9Qjx+f/+arZt+i0LF3QRNxtgHYJGg+27H6ZQlHiFGMeT9Jy0Cqe4hp4FM6uNZRx5Nq57lLt/fgtB32ZcYcnlJXkE9d0D5JSka/4CyJcItcaxMH9hD43qMDaOSKKISnsnMlekHsZoqRirBTi5HLpZxUSafK5Aub2TZhKjtCEMm6BjrA7ZsW0zY9VdzCv5VJsC4ZSRgJUSIV1aW4osX7ESpBxv/i0Q4xLz2uj0oTUgUoOqExqNgJGR2riZVCQmQShLokOkdXCAOA4ImlWiWFMstVIbDcn5YIQhiWP8XG5cDEWgdYzyvDQNTwp8P4erJDZKju7CZWRkPO8casTkOR/nELcd0kxWo+MxHr3vVnZueiS1zVEDcPDLLQe0zRNqrMcKUT3ilNfsf83wxi+8jqh+aI4EHDxyNeHAzjbCtfQlS3nJ9S+e/MSkUrz5a1fx+M1P8R9v+DnX3vcepOuiHJePPn4dWDujs/yX6z7Eow89SFAdptV1Mts8C9s8NDzEx578MFrvSU9f9/0neOd/vm1W58IH753od7qnudRUdKz5p7M/f4Aa5z37f+Pqb+91LKNTh/tQbpa4eXevyCnAvf98PwBhNcQreggpGNo0zFdf+42Dzgdzp4adMfdkDuoRQgqL50qSsEEYNHE8l3K7w8j27axYfRZhU1Kv7cIrn8SyVeew5uwLjvZbfkETN5v8149u5bKLz0LrEJmzDO7YDdUGsfQodc1DaI1NEpJE40lwpaQ5fod0ZHgYmQuphwlhMwFjKRfz5EoucbOGVBYdNykUSzQaAYmAsNlgoH8H+R6HtlU9UFRY6YBUSJXWlVgMnZ1tdHd1ISfS20QqZ6+NIdF6XDwhbfWAEDSjkMRYdvb201JppW9gBESaRgQxcZCANcRRiDYJQhTI5X3q1SGsBSXTGhcB46lKAiFk2o9OKhzXRUiHSmsr73zbXx/dhcvIyDii7NsPdPpKTDveb3FZU+efAAAgAElEQVT/cQfbNt0+0zV9ERPius+BNGV0drbZ8VowNj7q0dP+p/r3imbOtr5uuhq9I8G+c0shEa5DoVTignedzz2f/B1evgBS7onq2v3H3bD2Rv78seuIm0Fmmw/DNscbDb/5661c8HADpQogYGxnFYDuU7uYPRPyZXt/Dz51xmexxu63fhOZD1NvZH3997/F739+5lK2qbWj0/1+4/lf2G/MPZ+7DwC/7E/WubYva5v2fMqc0eOLzEE9Qpx27pXUqltJomGSyCJ9H7/s0NbdRmxi/FIZIWr84cd+AvzkaL/dFzzrHryf7Zs38YCfcMHZa+g6qYu6CXji2acoUGGsGuAVC8Rxgg0jXCUotpbpXLyIfC5HvVpFI8iXKljhIawg50FSGyKUCQhJdWiAoLeXRBv6e3cxPLiD1gWttM9rI3QCRqu7MTrCSBdrUjEEV8IFF5xHuVhML9CExRgzaQSNHU+xm1LzMjg0ws03/4Ddu3ZhDfzs53dQaXFYvHQe+YLDSUtPortzPjqxCOGnaokqxApLkjTRsUNSKKC1RjpO2uPQQBInJHGC6/porakHCbf+57/S17+bNaddwMUvzeTjMzJOJFKNmvHY4QzFppMO5UG8R8vBo64TQknTO6nPBQNCIN3yIdvmej3G4h0zcdOuU7qmvWg/FA7n4vwbb/k2L/rghTRHm3z3j2/mzc9BcVUKiXDU5Dn04Dce5dx3nw1MuDt7395ojjYBcAU8mNnmw7LNnSu7ufDzhrHRIdo7clgEX7ryq1z1yVcf5irunWD/u68+wC//v7t53x3vodR9cCGtTb/czMAzgyy+cBFP/Wg9z/58w2RrmsNl97pelr90KRvv2gzsEXz66KMfmjalPeP4Qh58l4zDYd5JL6aj+2xskiOOEpRraAbDtLa7RHqAZjiCFdn9gWOFB+65jTBxuPt3TzIShjy18X7aV7Sw9lUvorx8PlokjO7eQrV3O46vkKU8XmsLoTbUmwHKEeigSjQyQFztR+oqjZF+RkeGCEJN0DQEjYgd27eyacNTbNz8OMVSiRVrLyTnzac5GtIcGyOM6+OKfQZhBR4Ol1x8CUZYYpMQJ+kjMRqDAZuqUQrSu7dKSrZs3sjGDeu5+OLzOfecM1h16ip6Fq5iy7Y6Dzy0nZtuupNf/up31JpgVQGEi7GAUmhEKosvBCatosFaQ5LEaB0hsEihKBaL5HJ5sD7tbfPo7d1ylFcwIyPjSDDhWO77Ew7ucB7W8Y7YdaXA4B2ybY60h59vG9cpPVbcVLBmZtXU//OO/5yz4/Q92c9FH7iAl/3lpWz9zbbDmMFOPtKWM6kScqm7xOjWkfSGhrEIs2/sHW7/f37O6itXsHv7+sw2z4lttpP3j1a98uTJz/nwVW4FwXCTRectpNxVSkXL9nnA3t/lB772EAA3X/tDolrE5X956WEeew/fett3eMPn9o7Ivu+OP8qc0xOEzEM6QjjK5+zzr+SmJx9GuJJawyepWqStUip6SGnS/4AyjgnaHYe4aqlZn+/cehtvffW5PPz4A8wrL2TlxafQ+8xu4pEeJD4tbZ0gJK7rIkxIMDJE2AxImgFRFKMNjGhDGAQYbbGOixUuY2M1dvftpBGN0TOvgyUnL8H1PWIHulrytLa1s3BemaHQJ9ESozXCcfnBLTezYuVSjDVIKSfbLFhrJ9OHpBBpTYo1jA4NUS7kyDmCcluZllKBjZu2ElTrjNUaSFfwyOPP8uT6TVz6kktYvXIFUro4yqNeG6OQdzFmQuwhrWux1hDFTeKkiXJ9fN8nSRIc6dHe2sHW7RuO5vJlZGQcYSwWYcV+zpodz/o70CXh0XfvxOTjUG3zaWdfREulAjZCWzERJj66fwbwm8/fx5KLFu+3/fp113Hj+V+Yk1TGG9beyIs+eOHk87W/fygqr7Dlnq3c9IFb+dNHPji+Zf/Pq9ZXY/WrVh7wfNlwx0b+4pFreOLeOzPbPAe22WrDp878HK/7p9fs91nf/Zl7ueTDF+21bd908gPxydMP7OROnDNv+VLa/5QDCApPdZin+93Nu5PbvvGWb9MxTeukCXXr6Zzv6bZlab/HLpmDeoS48/YvMDzS5Kf3bU8bR0cxHTnBwg5FZ5ui3JZj4Zoz+eonXku92qCr5xSuvvZzB58444jQ99R64sgS5Eo81T/EZ7/xC15/2Tm0dpd4fMtjdHZ2seDUFYSRZbR3hHziIRsh4dgI1b5+guoYQaNBrG0qjJBEWK0Bh2YUEyQJg8EYTWk47YK1tLT4aCJEXmOFxi/4eEWHP3jbG/nXr92K1hbPdXA8hzPPOYtGECAA3/fH61n2tFyA1CBOpNm1lItcc817yXsq7Zdm4ZRVK+gbGKJ3YJCt23fwzLPPUh2r8uMf/pjo5ZezYsVJuF6eMBqkmBeT6oBMGFijKeR9xkYHKJdbkUhcx6UZNCkUHYwJj97iZWRkHBHsPmm7M0USJ5zUA871nIIae9SCDx0xEb9CYHBlwOjgBu7+3S8OyTb3bv8tG5+8i66eU1h15uspti5AGwni6PZ/vvcLv+Vd33s7Q5uG93vtHd95K8C0r01sa1lYQXlqxvlvWHsjl/3VpZz9jjMnt135P1+Ok3MO6qSe9KIlk6I3B2LReQtnfO2719yMX/YJR4dJBgcy2zwHtvmp258G4OSXr2DqF3UiJfbiay9AOnsSKqemk+9h6nfP8qtP3cOuR3Zz9VffuPceU3sZ7/N1nfp8w52bWHBWD12n7KmHnU0NatvStml7t+471wRZDerxR+agHiHCxm4efHgLoWxn/vIORnZv4uRFgpPm5ynmLa7v4bmCqLGbpNbL1df+/Gi/5Rc0fTt2o3ItNOMA7eSpastNtz/IwO4RzlyxjDgcoNqMmL98GasuXkN1ex8b7/otwe4azeEaQa2BEQ5uvoT0JMY2kMIQ1Go04iZBEmOxdHZ007Ggh2KLg6cktWiUJKdQVqJIWH3yMjoqJTbvGCBqCtaetobBwSGSRJPLeXulrti070Fah0Kary+lJZf3IAmxJhUWiZMYbILvWbraCszvPp2Vyxaz7smnWL/+aaSUGGuRysHaVAokjiJyhWKaoGUtYRhQbmmnVg+wRuN7OUqVAkkS02yO4HpZtUBGxonGgZ3KfUSRxNGPLu5hoq2MBSJMNMBjj93Js0/cSaHSMyvbvO2pjTQadc57yTtwiz1YJGk/yKNDqbvETR+4ddbjvvvemwF40xdfP23kCdKL+Jd//GWc+bbT93vt8r95KW7B5Ya1N/LuH7xjxjne/KU3zOgM3LD2Rt74hdfN+B4Hnx1i673buH7dh4l7NxM1mpltngPb/OO/uIM/W3cdE+1vpvKqf7iCT5/1uUNw3g7+/T7QPaSpkdbWxS2c866z+Ofrfjgl2j47DuScZpwYZA7qHPDko/eybdPv2LXxFwzvepTG2BhBqHhs3bMot5V57Q7tnuK0NQUKOY2OE4wVOK6DDR1qowH/+086yFeKtC96Je/6yBeP9p/0gmNkLCYiobu1wqJlC+hqrTC/s41lPR0UdMT6e36Nk+wgSARPPv0YK5edRNwaM7J5mPpoDYyD4xeIQ4ONEqRQODiE2pBYkNKjIHO0tXbgKo9coYhQhoqXp6FjIgwCQ6WY5+o3v5H//ckbEU6OKAh55pkNXHLxGMVC914pRJPYcUMowFqNNQY13phbKoXjWppJhJQWRxl0NEaloDj3rLW0t5aRGIKgQd7P4bge2liU42FtWkFjsRgTI4TF812stQTNJp6vyBdy1OoRURQcpZXLyMg4ckzXVmJKAerUYrNjykEFMFjT2Ms2R2NjCH/hrGyzcgyjvXfw0L0uZ170drzifPbUVz7/vO+O98xq/2d/voFbPvLjA4772uu/yeCGIT78wAdw/JkvC1/y0Rdx8bUX8plzPw/AH//8PZTn7S2Qs+SixVxz+7unTad81/ffTteqzmnn/tWn7uG3X35g3FGydHR2U6x0ZrZ5jmzzl1/9dZqjTeJmgknMfrXMm365mWWXLp1x7fdFhwmOP3Mkfl+mc4Dv+Ie7kGoWN7cPIYFCR5oknL79XVidPtPLL/uH/h4ynjcyB3UOePrBb7Nj2914KiZuBtRHBQ0nJCcNJ69cRDPYwdnnzKclX0VHCUkMrq8otXSx9clerHBpnZfHywlqo49y6zf/F699x8eP9p/1AqNEzYzx0gsu4JWXvxSXGE+JVI7ecejp6mL9w4/yyAPryOVchrYOs2h+D51nt6HXb6PZ30A3LTZsYm2ClZIwSbBIpHAxUuLninR2dmEH64yNVaks6CZqdSnkCyCbYB0eefghFi0+k3POOJ1Hn3yGjVs24e/w2LBhIwt6erBaI6REItJrwonUOmuRQpJEMVEUolyFlDJ9zaQiDtoYhJQgJXEYIK1De6UEUlLKlfBcl3KpQhyFCCRGG6S0xHFCrGMSDdYolFLp3ygEFklnZw9Bc/+UsoyMjOMbgdgjzjvR/HRClVSM/2OnGXPUazUtQg/x1EM3z6lt3vLsSaw++y1oo+dYZXjuuGHtjen//64kbsTAzHV2X3rl1xjbMXbAffbF8RXXr7uOZ366gS++/CvTjq0srBzyfJt+tYWbPnDLXvMIgEgysG2UzDY/d9t8+vvynHXZ+ZQXdZBry7PvDZZaX51/vfzfDrhmT9/2DD/689v2Orf+5M4/OqQ1no4b1t7IG2ZoOXPh+86f/P26+9/Pxl9u5o6/v4sz37p/ZH9fNvxiEw9/69H9ti86byE/uO5H046ZmqacceyQOahzwPYtd2Bpoq0LMs9obYylK9vp6iyTNMdwFRR9TRJHRI2YoB6RK0kazYBiZSGb1++kpcsljiNcz82c06OA1eBKzRlrVlPMOUitcRyFUBKV8+letoyOBYsZ7LuIpx9/gsfuvZexquKUpUtZfOZZqMQyuGknOx59miis40oHR+ZwpIcRGiVd2ub10NraQTjSi28d9FATnCL1ekDgJ7S0d/Hru+6gGtyHX+5iXlcnOBJlLX27doI1OI47Rbo+NTATKoEWmzYF1wYjIRbgKAdjLJ7ro72EZpKM174IjNFYk4CAoaF+Oju6KZZK9O4cJYoilOMgpSSOY6RU43eCLVEUkSsIkkRjjEBKj46OmWuKMjIyjk/2pOzt3WJi2jYwE/nAYsq+M7WeOUKCQ3Y8oVJR5+nHfzHntrk+uh1ME4Fipo6wR5uprTu6VnXStrR1xn2vuf3dh32clVesmJOavq7VnVx79x+Ta8lNbrOAVQ6JkJltngPbnFyyi4VnzyNJnFQVeJ8vb6m7yAd+dc0B12n1q1ay6+FdADg5h4s/eCHKPfQI6r5cd//7cQt7RI/Oeeeemuepok0T+7z3J//XjOq889Z0T/6+6sqTWXXlydPul3F8kTmoc0AUSZRbpBpIGrrCwtWn09ndRmdnG0FgSKKAnNNCM0yl1ovlEtoIlFQUyi20dS8hTgKsCdE6S5U8GsTAqaesYdniRShhUZ6DUgqkpBlr8oUSQdxgRBucjm5onccj6zeD9VnY3U53W4XWRd1EjYChTduJGg3AIISDkhKvWKS1o4M4jCEBQoOtRQg3IN/mYV2HfKHIFa+6isFhw6Pr1nPyssU4nktbpYQOm4yNjNLZ1ZWm9kxm2e2R6FdSoRON0RrpKaSQKKXQWmMNSOGglIsgQghBEkfEcYywliQOGRrsS8cbg7UGozVRaImTGN/Lk8Qax80RNBogHZLEkCQWxxHkC/mjsm4ZGRlHDpNecY/X0u0RfsGacWfQjiuKikkHdULMKN2cRlj3c+PsdLK/+woypcw+UpmOiKJkzm1zdWyIRm2UfLljPwGpY4Xj7eJ8QnVViIloffq5xkqy4qwziL/+zcw2P0fbHIY1arVh8vkOsNM7lfm2g9vwl81Ba5gJpjqnB5t7+UFSjyfEwTJOLDIHdQ44+dSr6R94hkbD4cLLLsfPF3nsdzezcMFCHnnkWaRskkQhSjmovEAniupwkyV+jseffIB5PYtx83lqo08jZAnYfLT/pBccyy8+H7+rTM71gAikRBuDshJjBN+/+VZ27tiJny/geT4LT11FrlJh0+bt7NqxndNWLKO7VMIrF+lcvJihLTuImnXQEV6xhVJLCxhNHAEIgmaIbzVFP4/Ja2zFI18ucPLKk1kcOKxadQrrnniS9o5OSoUcA4Mj3PajH/Kq33sN3T3zSbQev/gzWJvePVVSkkQROkog72MBrU2a9hOnxzXGImV6918Iief6NKMmSdykOjZC3i+MG8iEwAZMXCwo44KVeF4OKZ00ZUnHVKujFIsFCsXMQc3IOPHY055lj8Nox3VxxV777OtIWpuKw8zoxtl9nkyZYDIYa2eI1h7g3VoMxuZYc+arcZ3CnNrmcmU+ruPNHBnOOGymOqcAkYTulSsy2zwHtrlQEOzauYEVJ7di0yTk53dxMzIOg8xBnQNe986/5nf33k2iLToa5v5ffQdhesmXPXqHB+hsEcSRIU5C8vk81UaTfMt8hnZtwgb9jA3WqXQvp2fhJXTMPxd44Gj/SS84PvuTW/j7j30UACkdhLLoRNOoB9x5x53s6utn6fIVLF+2nCWLF+M5DsJYglqdoR07GXh2A0EQIbSh0N5Cc6yK7kuj4a7joCSEzTqFQjvW+vjSRQdVwsYoYclS6liBykvsiMFVEk9ZVq9YwcjwMJ6SzO/uxOqEW2/+Pm+6+m2UW9MG8kKkl4ATjcDjKBUBMMaATcUHrAGlFGFT76l9sWAM5HJ5pOMQhHXCIEBaidaCIGhiBWijcR2HYrmE47h4ro+fK6FcD6kUURQThk3CUPL9//Nx3vj2/3UUVi8jI+PIMO4aThFUmUxenGwNaicr2vaVVDLs0U4SYqqbue+e4xHYfVq4zFZ7ac9xJcJpYdWZr2FBvTZntnnJivOQfmlK9PTYTPM9Ptk3gi4wnsPic9aSjAv9ZLb58GyzUjEDA1tZsmQVQrVyOHkJGRnPN1lviDnivIsuQegR+rbdi4ieZWRgPYvmO/zB267ERgG1WkiiLc26oTYaU2ltozq2i1J7jlJ7EamqjI0+w9DAtqP9p7xg+ZtPfIpXv/MaEm2wWhLHgu9853use+JJLrr4RVx84UWcumo1lUIBq2Nc30F5ko5FPZz64otZ/uKL6DjrVALP0LKoHZnTJCLAKUAS13BEQhKHFCsV/GIJ4SlqdojyylYSr0kSh/huLu1vBniuolwugjUYHaMk6CTmtp/8GJ0kKCnTh5AoqcYl55tYNNZojNGAQTlqvCzMTqbbGWMw1iKUws/lSHSCcBzGGiGbd/azcecAW3cN0jswRjNK62KiMCQImiSJQUoXrS2O46EcF63Bc1v5ztf/kQfu+elRXceMjIy5ZTrNWmH3vCDsDM/3msTu/Zj2Inn6C+dDdwEn3kDq4ISJRTn+nNnmKIrQOnNInxeEwMv5vOTll7Ns5clEWme2+TnYZtcp0WiEWGvHHxNfxfS5sQZjLMbaLEEg45ggi6DOIRdeehX//D9fQt4P8TorJM3tlPxWTl29gDiI8V0PHfkM9g+w+gyXwahBrlREeXk8T+G5gpGRHUf7z3jBkxiIg5g7fvZzNm/expWveQ2LFi4m5/mYJMZYg+95aK1RrsJaQ6QTjCsoLl9EqaXEjgcfpOeU5fhKUR2rMjoyDGGEU3QRskhUbyAdSVIyRCVNaAPAgHHI5fNo3RiXX7c0gwb5nI/RmtHRYbbt3EmuVOL3XvNapEybdQMgIGw2MSbBmBitLVKOp+dZi1KKII4wRiOlQkqDFQIhJflCibGxGrG17BocwwzVkdawaH4P5Qpom9Z0VVo8HNdDSIVCUiyVKRTy+J4kaEa0d5QplTuO4uplZGTMFYKDZbMeeiRm3wjrhIDMxAH+//buLUaS6zzs+P+cU6eq+j6zM7vDvXBJaUnRulAWI9KJHRuOYiSGAdu6OIYMOy+J7TzEQBAEgYEEcAzET3kK8pgLBCSBDTt+CJAEcAAZdhTZjm6WJdOSJZoiRXK5S+11Ln2rqnPJQ1X3dPfOLPfKnV1+P2B2pnu7e3q6q/rUV993vrP/a9TSvQ7Kot5sfmoMkUikqkpcNWa89wav/9X/Ze/qN+56bB4Or9O1XdKFpVgkF3WfKDCJZfP4FgTPhTdeBWRsvtuxOURNjBF1wxmk+rko1JFNXc2X8pGqhXcFCVDvgd//X7/J+Zf/B7vXXsTo65i0S4qlLMaU5RW+7/3v5cUvfRXCgCtXtxkc2yJJNa1ul7y9xmRSgUqIOqW3tvWg/5x3rX/z679OnhkwKS996xt87Wtf40d/7O9w5vQZVNQE73EO8jxDKUVVFCTGYFJN9JEiBKYR7KDHsfd/H698/vP0XUlnvY1LC7CKZF0zLbfx4z2SDNbfewaXaVzlGQ6HRI4RvSfPc5xzeFfhjCYEzxNPPsn2cMSFP3+RL33xi3Q6PX7wh34YpUCpiDMwLerBNIQK0ChFPVg3DRmcdygFJjFQeSrnsYnFmJRWu8/l7SuMikA0htxaru4OOXnmNOOiotszdHoDuv0BSifkrTbtdps8S0kSzWS6zQ997BMP+m0UQtwrB/UyuuE2C4eL8+Px+mB3P5Dc7/67fL8wXyuyvm7lty3OS134IarVK/d57ynLiulkj8nw4nxszjN912Nz3mrXHWQP/tXiXooQiGid8PnP/wl5Znjy7BkZm+9wbNamTVQJq3ujqp8kKiqiqSsQjupJF9nn3l2O6HmSh0tiHNPJm7TaKUprYnQ4FFneZjTcIdoB9sQL2M0f4akXPsn7PvpjXNsZkbVaODeCGJhOE4rycc6+92/yja9//UH/Se863/zai7z8ymt84UtfofSBr/7513jf+z/A008/TaJNvch2DFibEEOkLEparboxkDIaZRQoTeUDEwVq4xjZydNcubLD1beuURYwBoq8wq1N8CdKpuslcZDR6vVIEtOUANULeM/mdpkkwaYpvnJopXjqqXMcP75JWRZ89rOf5Ytf/CLj0QTn6oYMuzs7+y3tAeccStXZhLpvQ319DPUcmSxvgzLYVhevU3bGJV4nBG1waIK2jEqHStt01zYofMBH6A/W6PXWsIlFKUUIgY/9hHTSE+JRsl8OeJOv+WFjXKoFrpe+UPuHw2r/q7l1XWI4a7ukNPWBu2YemTZ3mN0mNs2Z4vyBlps4+RjqzqgxotS9H5vz7nG0UUje9N64WXY+xnqcqionY/Ndjs1lVRKiAmVAz/ZNjdKGWSszpUOzF80WcV3YxlcvPzAHTTYQjyrJoN4DG8ffQ//Yc1y5+GdkqaPyGrCUzjD1W5za+gCf+oFn60XAbUYx3eGvXkpw001G16+TJC1a7S22zn6UtH2MD37/97/t7xT31gc+8iz/6B/+MqNpyTe/9VfkWZenn3mGqqrI07rpgNKa8XiKtQm9XpfRaIRNLa6q0MaQ5Rk+eKoQ8DrSP/s4b/3Ft0hVh+ggN2uMdzxVWpF2U/qn1jn1wXMM4y4+1At5F8WITjvHWov3AaUceZ7hKk9wFa0s5f3PvI8//NwfkbUsn/39zzJYG/DhZz+EJjCZTgg+EKNuliEM8wGRGEmzjKoqqSqH84E0tRRFyc5wiAua7d0RvX6fjY1NLl+6BNqgtSUEhTIJ68eO0W63SYzCuQLvXT2i4h7o+yeEuPfCajZlqTfQQtFuDMyWgFzKLi504Z31Dp3Flioyv38dqC6uR/P2B8OLh6nzfsJKY63F2owss9BJ7unYvJh9OgqH6w87pdVNo9SoVL0NWitj812MzdPplNOP9wjeNftjszc2JfZaV4xHIyCh1e7PqyKWG5sJ8c6SAPUeePb5t1sb6ou3+Ej/6W6firgL/+Ez/5Gf//TP8e2XX+HalWt8OMtJ03pgK8uS4Cs6rRxrE7Z3tmm32zjnMIklReF93dzAT8aUMZBuDGBtwPaVPdpZl67us7d9nR03YVhd5vFUk1z8LmsnByRGs7F1kstXNN5XaFWXABljiFFj04SiqLDGcnprixObm7x+4XtEbfjP//W/8E9+5Vd4//ueQul63k1dPuQwxoKKhOCIhPoMboy4qJiUnvZam9HOiI3jj7E7nOIDDDpdgq8bOGRZTowK5wPT6ZTpZEKaWravTzBpRmISrK3XkxNCPFrq5il1NpK4v5RMvYzpAdmMWAcVq8tY1AfF9b3VYhx6QA3vfti7PBf1htvPbxvn4WKdOW06pCrNeALd9Q8znmqmo0torWnlA/J8nbPPnCLtbjCeOlqtLlmrS9rq8qHn/i6dVkZi0np9SpujdLvJNkkG5x2jIIaA0ooTWycYjvZkbL7DsdkHGO7tkmYBlEGrujlT8AFtNFqP+N5bF3jssbOURUmIdeCslEYp1dxGNxURy262N0h4K+6GBKhCLPit3/ltfuLHf5ydYsr1vT3W19fQse77nqQWnShKV9bd97QisZYY4nwVBqUV3U6H7bLE2UDn9Alef+W7HO8r+sGDM7TCBpqcay/v0D5pcXoXX6aUkw5p/iRFESmmBWVVNc0Y6jOZVVmQZzn9VptnnnqK19+8yLR0TL3nN3/rt/gXv/rPyVtdqvHV+uwpKTF6gg8QHM4VlFVB1JYiRv7kS1/lB3/kY9hWl3a7y9dffAnnI5PJtJ77ok09+GiNtpZr16/RyhMmkx2KScHm1ikGgzUSY9Hm4MW/hRAPszjvMroYNCoO6fS5GH3OUqrNt7B6B6WW1juFxfLfG1oAz3/SNwSpBx8ia61o9/s80X2eJ849R4wepUEpg1a2/iuiQ+HqZWOUAq3osolSKRHTNHIKBz6+uAdu2oErYnRdzv33fuZTfO3rf87v/LfflrH5Dsbm06fOcuHCm5zYOk23t1afeHL1XG2bGoKe8tjWFlnaImDQ6P39qnmPFKppala/N/N/D3sPJfsq7pKkPYRYMZ4WmDTjL3E74/AAABfRSURBVF96CR8ixiRoo6mcYzya4F0gTVLGwxHOuWbKhiJNUzrtDt45kiTBe8/JJ85CYuhvbJDmOXs7I1ysGz+U2yUXv/Um169cZjja5dLli2xvXyGGQJIk9Ho9dPMZ32q1yfM2xbTAJpb3PPkE3W6b4XiMD/DSd1/lf/7v32PjxAmcrxf8no7GlMUU5ysqXxBj3ZCkKivGkwlPnnuKaVHQ7w3Y3R1y/sJFQoQzZ84QfCD4SLfTw2BwVQXKMxxex1UjvKsY7u5y/dolvvfW61y9fOHBvmlCiHsvBAjhttYihVnJ7qLDD1Zv97EPV8+r00qhFehmiY8kMSRpSpK1MbaFSWyTEVJobVGmTWLbmKSF0TlaWYyKJMqhVT1PUI6130Er6+VG6jVBIzI23+nYPBrusnlsk2I8pZhMKadTgndkVmOt4sL5N4lBYxKLsYbEJqRpOv9KkmShHHu5/mE+13zha6Fe4p3ZZsQjSQJUIVY474kRrlzd5vKVa/gQ8T7gvMMYQwh1V780zdAYXOlptdp45wkhkJj6w1zbhPbGOutnTjEc7RFjIHiHK0tSm7O5+Tjja57JniM4yLOc0HTys4lBa1U/VrPAYKudE4KnKCZk1vK+c08RQ2AyndJfW+cP/vBzFJVDqaaroa9wVcV0OsF5j48RjyJqw8aJLZ79yPfzxJNP0Ov3SPM202nJsWPHSEzCsWPrVFXF9evXGU3GjCYFReFIsw6RDJu1sFnGlStX+d6ly1y4+NaDftuEEPfB/ZyHduBaqQs/L/7/rE0SN3wx//nGXsF1gxya0kQ9bwBDfZ1WzZqp+7RuupoqSQI9EAvzkENdS44yip29HRmb73Bs3tkZ4b2q51kXJd7VpdGXr1zizfOvk7f6ZK3u/hLFsS6vjiE0l+PbZLuXyX4j7gUp8RViReEqiIrxZMKly5fZGHTRaFqtrJnv4ul0OpRliU1SrLUUkyl53mIynWATi7UppSvxLrB59gy7L59n++pVWp02RicQFW7qaK9vkKVtiAkxQlWU+MzhEgdBkWYZKtGURQXEZm23Cq0V73niLBbF+z9YdzT83B/8AS+++E2eevwko+tvEb3HAdokuBjwQZGkOVURCFHhKw/RQdS88cZ5dJJQlhWvffd1lIq02y06nTY60Vy5ep3nPvwhnnzibN2ExCQkacrG8RMYrdAyB1WIR5BiVv16+/dcufw2D1I3TlILk1D3czDz0kJF0/jlwEdYKDxcmduqZrm4/d+1XLq4eI+F8sWVn8T9pha+19k4Hzwkhu+8+qqMzXc4NmetLtbYpuRXz7OhSmuM1bQ7bZRKFvacxW3+brZ/2XfEstvZIiRAFWLFaDohSTJcUbK7N6Soqmbxb4fSph40vSeGSGIswXvSNMU7T5blTMIYay15aFGUnv7x40zeuo6JCVnexnuYjIYMh1fob/RJbQdl6kGpLEtabQdFSdZqYYxpDsrqwdq5it2dbbIW9Lttnj73XraObdBOc6xJee21N/jIB5/m8sU3aGdJPc+LevkG5xzD0RRtc7SxZDan0+0TIozGE7a2tjjzxJP85Te/jdGawaBHr99jY3OT82+8xubWST756Z9/0G+PEOIdVAeWd3CgeRdpFMVSxNg0QppfuOnzWQ0v53dRi4/SZOYiK8HpzR9V3IWmY+x8u1g5jzC/bqGzsw9119nxcI9vv/ySjM03GZvXN7fqknZTz8G11tbZYl0vJ6NiE/Zr3ZStK7JWi9iUxccYkCZg4n5amL58SyRAFWLFcDQkywPel+wO9yjLCpdppgQym6KUxvsJg36fopzSzlvE4CmrEhMtRmuyxFIVJUEp0kGf4WSMm45oba6jrGX99Abhyh46dyRNGZpSGu881uSkWYskSdBa4b3CaI2LEWsMeZ6zs7tDUCnrvR7WWEIAlOLa7i6FB9sa8Mb5V6iqkqKsKEpPp7/O1snT9Abr9AZr9Pt9Wu0u6IT/88d/zLQo8L7C+Sm7e2NanYTKWSKOaTmmN+g96LdGCPEOqjMt80uL/3PT+FPrm6+bGA/9r9DMXqsP+mOT5YwLceXtTmtbbKp0Qw/SWwpOxa2Z93heuVotTEreD06XlxVqrouxXuOWSAj1WqEhRv70q3/K5UuXZWy+ydisEz1fyskmCVrX86xDjKgQ6m68Ws9WHV6YJRqb/ezRDUwP7gEu7pW4Enkeeu7pNkmAKsSKybTEeYhlwfbODuPxmG6eYHTdHj4aQ2JT9oZ7dDsdXPD4KpC3W0ynU4zePwxSWqOsxRtNsJp8Y5PEZljj6ds1dL9AB6imjqxjKMsJlSswPoEqEoNqFu5uvrTCGEOWZVzfnaCN4c2LF5iUFZPplDRNOHHyDOfOnWPn+kcop1N8s6h4lrexWY7WBm0SksRgkoTXXj/P7miIU4HvvPodwJPmltF0jI+hnlszmfCJT3zqQb4tQoh32Goms0kZzRNhBzTmPfDy0tTS1V+ykMXcD1zjPDg95F7z+am3MkdWDkwfjNn8xRgjsTn5sBiYxuZ9jmH/RESMkRAC3tffUYo3Xj+Pc17G5kPGZu8cxEhiDYnNMEbNA1IzK2FvyuTnWVRm+9s9DkwP+mB40GYfWEfxuT0kZsteH1r0sHIiMy5cuXjq6nY+iyVAFWKF856ymqCd4+LFt2i12ly9eoVTp7bwIdQt5rUmMZq94ZB+vw9aUVYlrVbOZDQCIjZJSNOMCSNMp03aTsl7fRKbYlNHYTQmA18WTCZTstYGzhWMJ3tEBb1uD60MSWqJ1GeTMwCl0EmKx2KzlBe/+mUG6+u0Oy3+5P/9ER//mT+6rb/3M5/5DKWr8MGTtXJisPjpFOcqSqUoppaf/smf4gtf+NJ9eLWFEEeVauaCxubopL6omTckOjAgVYf8PLvR4rfYNDBS89ur+e877EBy/3ot3ViOhDqBctDc4Nm7HOcZu1lAWq+xG+qlYEJYypaHUJ8E8c6jTN3kylj7UI/NnU6H3mCNXqdNf20DRf13h1i/OvVSbXWJsvN1B2Ifwy2NzRvrx0htSppajEnmAfPsBJNSqmkQdr9P1hzN/VEddKZM3JLFuDPOKh8OpJa+1z0F9I2PcRu/WwJUIVYorXFFgSayvbtH6RzFtGBvOKTT6WC0YVJM6bRaKK0pyoIszdCJpSymGKOpyrKeD2ITVKLpHltn3XawaUrWyplWVyALqMQzGl0lSXOMCUxGe/iqhBgpy4JIgvKBJLH1mejQLEQfIc0yth7bYn1jnSRNqZy7o7+302lz+vRJLl++QoyB6Az52oBIZG9vj42zZ/mBF17gz77yZZ57/oV7/GoLIY62uJClXA44b94ISTUHKc2j3FBduzy3dR6gzObBHbL+jDoo6BUPVJ2Nu/ENUU3GSs9KtoHoYj3OzEt64/y2McZmqZI6oNVJQtSK/mCAc/6hHpsfO75Ft9NpyoMN9ZYeiHG/fZf3HpsYklDPI73VsXkwGJDatJ5z2pxAmp9Smu2rs26891W8vQhEPBSaqnvioWuCqYUbLt5J3XFwChKgCnGDtbU1ttUusfJ4InvDMZuDdUbDEa12mxADrTRnOi1otXLKoiS1KWVVkiQa7wKJTZlMJnUpjVakeUpmUnRw7G1fQrcLbEejM00xdCQmogxUZd1dsCwcoCmKijTNiRlEH3BlQVFW9RlXrei0WwyHO0wLx4U3Xr+jv/fTn/45fuM3/jWvfvc1RsMh1iasrQ/o9/qce+opnv3Qhxh0ezzzgQ/e2xdaCHHE1ZnNuizzgDToIfe5FYvB69s3Z5mViul5cyNxtNzwri8ErKFZMmhW0gsLmRhF3QW+2QRCaOZINiWZPgaePneOoiwe2rH59GOneP75v8ZkPMF0uygdmpM5GqM1KN0E57qZv50QY+DE8eN85EPPvu3YHEOcZ6mX540LcedmGdObbk5x1m+gOakYF3oHsPA5fwfbpASoQqwY7+4SqopEJ0Dk2995mbM/+oOMdx3Be7zWjMdjWnlGVVWk1jKZTOh0u0xGE6xNqcqqPpgKjsRotq9eYVpt019fI8kDSSzwoSQxLUzaQxlL8AblC6bjbdK8jff1YtlQn1mNKhKIRBUIARKTcnxjk1defuWu/+Zf+7V/ddePIYR4tMwyonUmZjEEWcx83tpj3bgQVVz+vhB1qoV/F69Z7uwrHrjFbWKhRDcSiWHW8AqCrzvEzucuA1ppQvRNeXCTfVRACEQCVeVwzlF5R7/X4Qeee47f/9znHqqx+Vf/6T/DR8Wx9WM8cfZxsixFGz3f5I0xQN1UTCndNIii2bgNW8eP86lPfILQlEFDnDdoUk1QW1/P/vzesLxDLl2SnUbcgtlneiQe0tBu8STIbJtdCExX7jPLwN7u5icBqhArzp58jG9881tUyhCs4Utf+TIf++G/jrUp4/GYpNcjsZaiLMmy+mxtu91m5/o27U6Hne0d2u0Ok8kUlShMkqBsQpa1ybptkqzEm1FzxJbT659hWg1RWBITKKcjXDnBGMvEBbTRaANlVeK9IwA6SSnKkk578IBfLSHEo+uwQ4qDg9Wly0o15ZqLN1nslrQ8Z1HFhfsd9nQkM3S0RAjBQ5M1hP2y3sh+T5pZNlTNAtEZBcE5YoyMx6N6zVPAVQ5XVXWzpFhnG//23/pRXnrp2w/V2Pzscx/FplnzWuw3K4rN60OkfgwFdRJ5FrwunwDSsxvM5mw35brL+8nq5flLLMRtOzw4nWm2R2ChowCHbnGzmDbc+of4jSc1hXiX+9THP87feOF5BoMeVVlwbXuHl1/+DmmWc/36Ni4EhqMRSWKZFgXKmLpkSGn2dvfQ2rC3NwRtmBYlOrH0N9bJBi288gRdEXWFsQZFTqhyyqmmrAJrG2uMR7v4qsCVE6J3C9kERQgR7wJV5VHakObZg32xhBCicVDf3XmXR2Y/LJSDNV+qObhWsL9e49t8iQdvVpa62gRLad00sGo6ySaGJElIrK0DMr0wN7KZp5bYhNSmJEmCMfUc0SzPyLKM1Kb02u2HbmyOMeB8HYBrrTHGNMu/1KW9IXiCbxolHVKKMO8SrKhfa+Q8jXjA4uKncPNzvPefzJJBFWLFY1tb/PRP/STPX7zA9avXqCZjQgiUZUXlHJPxhH6vy2g8ptXKqaqKRBtc5epyHxQuBGIosUlGNdnDhRKcR5mU6EfoxOHKKSZRlKVHYyimU44dX+fiW68yGl7F2oQIBF+XDJlmgJ8WJaULeGK9VpoQQtwHN8uTLt4mrl5S++GpOuDOs+uW56GKh81+YHpjqa9qAtQ6g76YFVfz5SaMNihbp1bSNK2zjCiqqqKqKmKMOFcv02KtfejG5rJypCoBAjEGUBqt9LyBUZIYULPVS2dz/fZLoW/cAxdzVLLjiKMgNpUSC3v4TVKv0sVXiLvwD37xl/jvv/u7HFtfrxsjVCXT4R7FaA+tE8qywvuANYaiKMnTFO89QQWUVvhQn1lNjKVyjoAlW9vAjS5T6jGJKbBGo1WXiCbRUBQVxe4eWXvAk+89y3dfeQ2o6HTWyegTdRsXFCiD8x4fNCbLSVPJoAoh7g81W6CUujzzwCyPWu7HO59jqNmfzLR6vBKXA1fJiD6q4v58ttl7rTWE/fnNul4ABZQi+DqQS7N6yZQQApWzKFWvMdrr9Vjb3XtoxmZXlc3SLwZtVN0QCbXcwTrO2tDMgtT97PL8uyyPIt4BcaW8/FAqLk3RmHXkXv0gv/EE5OGVAgeRAFWIA3zyZ3926fK//3f/lug9w1FBu9WpB6MQSRJN6TxZMxAaNWt6oPHeo01C5WDzzHtwxQbj3e9RTq+RpgqFI8SKwl8nsYbMbhAqSytPOPN45PzrrzEZ7RFNRtpZI231cdEwHBdMpp7HTp3Fh4PWnhNCiLvn46yjapzPnzs4nJw1yGmyQEqxf7xyyAHJzeaaindcna30WHt/DwtjWG7pudgQqy79TZrGP/XaoFlTGpsUBdPplNANJDahKiuGwz2ic0d2bFZao43GJgm6aewE8zCUG/eN1SN8CUzFO++Wtjq13Nl9Nvd89SZ3QwJUIW5Bp9vDlY4073Bte4+81abTzggxkNmMqnIoFCH4ptzBEdG4KtDu9kmzDMUGg+OPMRleY/v6BfZ2LlNNR1STPYzO6XYHdHyKzRWDtVNcvzbiwsUL5N0B1c6EMlzCtgasrR/n3DPv49SZswzWjj3ol0YI8YhSzaTQ/TPrNyndmjdzvLVZchKcHi1KaWyq34Gg6KDHj0vZ9LoMdnaGQ5FaTWISsiyj1WrhKkdRFuR5xrUYj+zY3O31sNbOO+7OsqSrzY0WyX5x6/ZLocW9s//5vRKDLrhxLFjKoB76EXJ7M6glQBXiFvz9X/ylG677l//4l9nc3MDnEINH6ebsbOXYG46Ylo6tM2cZtDp88hd+4QE8ayGEuHNK1Qci8YCz4wfefrbYxXJzR/FQiLdz7Hj/nkVzMmTW9XY2M1NrhdUWm9TzP51z9LpdOq0W/d4AbQyX37rAm29eJEuTWx6bu2vrdLtd2nmO1aBwuGrKcG+H6WhCMZngmyA3TRKsNRw78TRP7Fyj3R3QWz9G1u6Sd3pkeQutE7RJCJFm6RxFDAGQaqd7rV7z9QhstI+IebAfFwLJQ4PU1fspmHXyjvUYEIg3ZFFn3b5vhQSoQtyh9ROnuHzlMsX0exitGY+HOOcIPmCShK2Tp8laHVrtzoN+qkIIcfsWUhTzDOnsuGXehTU2B4l6fhch7tx+g63Vbak+Dq474CbG4JOEPM04trHJY6dOsn3tKpcvXeLC+fO3PDZ3e126vR4msXX2FsjbA7LBcbROUDEQQyCEWM+WVRqlFe8hgtKEegVUQmiaxaAIsTmxE2f7huwU94V82LwjDs+k1vbnme+XsB+eLL31AFXdzoTV+0Up6eMnHk4vfuXLVGVJWZZUVdm03FfYJMVYS5qmPPv8Rx/00xTiXSfGtzvvK97ON//iLyJqtgjMalp0sZ6rDlBVjE1H0tnyMgcfnKtIswyJELdrcYma5ji4jhWJITbzV8GV5duOzTbNUFoRYmgetskANSXGs2ZGdaC5X1FQNw0DYiDOVthYWP93f5OfP0MkSL0PFj9DjkAs86hYbZY0P2W09JGtFq5Y2CGjIs5CukOKBj747Adu6cNfMqhC3IVnn3/hQT8FIYS4PxazpPN5R/stXpZv2Cwvs3SguNgMRy3fXIg7sj//bd6UiyY4jRGl667AttXC5i26TUlh3ZwJQM8zPbNYcr9UdCHzCUTC0mH6anOjpdzKgSdcJGh6R8wqPZY+exaDJpD34nYtzEXl7V69uPRttpDUrFJ4dbGkWyUBqhBCCCEOsFDPq2ZzFJuZpvOjjuVMajygIKrOmC49ohB37sBsmVrOyje3CWH1tn6+yc7/Z+kmB3UZnv2w//hRrbQ7OnTDli3+vlncDg6a+D5Pryt5G27DbDeK8WahaXOiSMWli0u7zwGd2pUsMyOEEEKIuxf3D0LmByPh4CUEFuapqoPWcxRCiPsq3vijlP/eH2qhhnflBA7sz12900mcEqAKIYQQ4tYtHHEsHXysroN30F3vzzMSQgjxCJEAVQghhBC3aDU4nZVx7Xf8FUII8XBTq2Xt96JO+jbGCH33v00IIYQQ70Zq4d/ZTwpQEqwKIYS4Q5JBFUIIIcQdUAsnxFcCUpn3JYQQ73rLy9McsvbMASRAFUIIIcQN5r2RDsiGRhartSQYFUKIR5m6rXLfZoma/VWhmqtvvbJGRTnLKYQQQgghhBDiCJA5qEIIIYQQQgghjgQJUIUQQgghhBBCHAkSoAohhBBCCCGEOBIkQBVCCCGEEEIIcSRIgCqEEEIIIYQQ4kiQAFUIIYQQQgghxJEgAaoQQgghhBBCiCNBAlQhhBBCCCGEEEeCBKhCCCGEEEIIIY4ECVCFEEIIIYQQQhwJEqAKIYQQQgghhDgSJEAVQgghhBBCCHEkSIAqhBBCCCGEEOJIkABVCCGEEEIIIcSRIAGqEEIIIYQQQogjQQJUIYQQQgghhBBHggSoQgghhBBCCCGOBAlQhRBCCCGEEEIcCRKgCiGEEEIIIYQ4EiRAFUIIIYQQQghxJEiAKoQQQgghhBDiSJAAVQghhBBCCCHEkSABqhBCCCGEEEKII+H/A0ZqSKegyqJ7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11317dd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image,ImageFont,ImageDraw\n",
    "\n",
    "# 获取前景方法\n",
    "def get_fore(img):\n",
    "    shape = img.shape[:]\n",
    "    # 缩小图片\n",
    "    img = cv2.resize(img,(int(img.shape[1] / 8), int(img.shape[0] / 8)), interpolation=cv2.INTER_CUBIC)\n",
    "    # 创建空的蒙版\n",
    "    mask = np.zeros(img.shape[:2],np.uint8)\n",
    "    bgdModel = np.zeros((1,65),np.float64)\n",
    "    fgdModel = np.zeros((1,65),np.float64)\n",
    "    # 判断范围限定\n",
    "    rect = (10, 10, img.shape[1]-10, img.shape[0]-10)\n",
    "    try:\n",
    "        # 前景提取，结果保存在 mask 中\n",
    "        cv2.grabCut(img,mask,rect,bgdModel,fgdModel,5,cv2.GC_INIT_WITH_RECT)\n",
    "    except:\n",
    "        pass\n",
    "    # 对蒙版进行着色、放大处理\n",
    "    mask = np.where((mask==2)|(mask==0),0,1).astype('uint8')\n",
    "    mask = cv2.resize(mask,(shape[1], shape[0]))\n",
    "    return mask\n",
    "\n",
    "img = cv2.imread('jljt.png')\n",
    "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "\n",
    "font = ImageFont.truetype('../zhaozi.ttf', 60)\n",
    "im = Image.fromarray(img)\n",
    "\n",
    "draw = ImageDraw.Draw(im)\n",
    "draw.text((300, 200), '你尽管写代码', '#600', font=font)\n",
    "draw.text((300, 300), '运行的起来算我输', '#060', font=font)\n",
    "draw.text((300, 400), 'Crossin的编程教室', '#006', font=font)\n",
    "draw.text((300, 500), '每天5分钟，轻松学编程', '#606', font=font)\n",
    "\n",
    "# 添加了弹幕的图像\n",
    "plt.figure(figsize=(16,9))\n",
    "plt.subplot(2, 2, 1)\n",
    "plt.imshow(im)\n",
    "plt.axis('off')\n",
    "plt.title('barrage')\n",
    "\n",
    "# 前景蒙版\n",
    "mask = get_fore(img)\n",
    "plt.subplot(2, 2, 2)\n",
    "plt.imshow(mask)\n",
    "plt.axis('off')\n",
    "plt.title('mask')\n",
    "\n",
    "# 前景\n",
    "img_fore = img * mask[:,:,np.newaxis]\n",
    "plt.subplot(2, 2, 3)\n",
    "plt.imshow(img_fore)\n",
    "plt.axis('off')\n",
    "plt.title('foreground')\n",
    "\n",
    "# 合成\n",
    "img = im * (1-mask)[:,:,np.newaxis] + img * mask[:,:,np.newaxis]\n",
    "plt.subplot(2, 2, 4)\n",
    "plt.imshow(img)\n",
    "plt.axis('off')\n",
    "plt.title('result')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 部分弹幕内容示例\n",
    "barrages_all = [\n",
    "    ('麻麻她撩我', 1),\n",
    "    ('秀', 2),\n",
    "    ('。。。', 3),\n",
    "    ('1500万.....', 12),\n",
    "    ('发', 5),\n",
    "    ('每日三刷', 1),\n",
    "    ('建议赶紧出去，要不然一会就晚了', 7),\n",
    "    ('可怕', 9),\n",
    "    ('666', 4),\n",
    "    ('小孩子才做选择，我全都要', 4),\n",
    "    ('弹幕被清了好多', 21),\n",
    "    ('颜表立', 2),\n",
    "    ('可耻的播放量', 17),\n",
    "    ('哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈', 5),\n",
    "    ('我没有', 12),\n",
    "    ('38', 9),\n",
    "    ('这毒，我！不！戒！', 15),\n",
    "    ('还是小姨妈好看、', 27),\n",
    "    ('我是来看腿的', 5),\n",
    "    ('B站毒枭', 2),\n",
    "    ('小孩才会选，我全都要！', 49),\n",
    "    ('出不去了', 60),\n",
    "    ('在现场 我是丝袜', 106),\n",
    "    ('暂停成功', 218),\n",
    "    ('开头见', 223),\n",
    "    ('颜表立！', 17),\n",
    "    ('颜表立！ 抱走猫酱', 92),\n",
    "    ('突然害怕', 197),\n",
    "    ('未来我的广场舞', 215),\n",
    "    ('没弹幕', 18),\n",
    "    ('白衣服的是我的，，', 155),\n",
    "    ('这个我还是喜欢白衣服的，，', 117),\n",
    "    ('白衣服是我的!', 177),\n",
    "    ('我要表白白色，，，', 210),\n",
    "    ('色表立', 40),\n",
    "    ('C位终于浮现', 173),\n",
    "    ('1600万助攻', 50),\n",
    "    ('这么可爱怎么舍得拔头吃', 118),\n",
    "    ('为了蕾丝', 29),\n",
    "    ('1600万助攻', 14),\n",
    "    ('颜表立', 51),\n",
    "    ('喵酱我的！！！', 7),\n",
    "    ('小孩子才全都要！我只要喵酱。', 80),\n",
    "    ('极乐净土原作一出来就和大家一样很激动的喜欢上了，所以其实后面看到很多很多催稿极乐净土的评论，我都一直会想，啊，想默默练习给大家一个惊喜这件事恐怕是不行了～这支舞对于我非常有挑战，激发起了我全部的热情和', 93),\n",
    "    ('颜表立', 32),\n",
    "    ('欢迎回来，颜表立', 6),\n",
    "    ('小孩子才做选择，我全都要', 14),\n",
    "    ('全程看红色', 126),\n",
    "    ('来考古的', 145),\n",
    "    ('最高日第一emm', 18),\n",
    "    ('哥仨不火天理难容', 19),\n",
    "    ('都是我的！！！！', 115),\n",
    "    ('遮弹幕的？', 123),\n",
    "    ('黑衣服的我貌似在恋爱循环的某个视频看过', 26),\n",
    "    ('我在后面', 137),\n",
    "    ('真人版跳的最好的了', 162),\n",
    "    ('啊啊', 85),\n",
    "    ('hhhhhhhhhh', 29),\n",
    "    ('我现在发现一个问题，这首歌我一天不听浑身难受', 97),\n",
    "    ('弹幕呢？', 16),\n",
    "    (' 颜色代表立场。', 17),\n",
    "    ('猫酱', 30),\n",
    "    ('喜欢红的', 45),\n",
    "    ('漫长的3分钟', 155),\n",
    "    ('白色', 41),\n",
    "    ('我要接 住三个', 53),\n",
    "    ('火钳刘明', 11),\n",
    "    ('我就是看看人是不是真的可以挡住我的弹幕', 115),\n",
    "    ('颜表立', 76),\n",
    "    ('在现场，我是那个熊', 76),\n",
    "    ('三个我都要！', 75),\n",
    "    ('我怎么感觉脸这么长呢而且有点老啊', 151),\n",
    "]\n",
    "# 按时间排序\n",
    "barrages_all.sort(key=lambda x:x[1])\n",
    "# 可选颜色\n",
    "colors = ['#600', '#060', '#006', '#066', '#606', '#660', '#666']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "from PIL import Image,ImageFont,ImageDraw\n",
    "import time\n",
    "import random\n",
    "\n",
    "# 获取前景方法\n",
    "def get_fore(img):\n",
    "    shape = img.shape[:]\n",
    "    # 缩小图片\n",
    "    img = cv2.resize(frame,(int(img.shape[1] / 8), int(img.shape[0] / 8)), interpolation=cv2.INTER_CUBIC)\n",
    "    # 创建空的蒙版\n",
    "    mask = np.zeros(img.shape[:2],np.uint8)\n",
    "    bgdModel = np.zeros((1,65),np.float64)\n",
    "    fgdModel = np.zeros((1,65),np.float64)\n",
    "    # 判断范围限定\n",
    "    rect = (10, 10, img.shape[1]-10, img.shape[0]-10)\n",
    "    try:\n",
    "        # 前景提取，结果保存在 mask 中\n",
    "        cv2.grabCut(img,mask,rect,bgdModel,fgdModel,5,cv2.GC_INIT_WITH_RECT)\n",
    "    except:\n",
    "        pass\n",
    "    # 对蒙版进行着色、放大处理\n",
    "    mask = np.where((mask==2)|(mask==0),0,1).astype('uint8')\n",
    "    mask = cv2.resize(mask,(shape[1], shape[0]))\n",
    "    return mask\n",
    "\n",
    "# 读取视频文件（需自行提供）\n",
    "cap = cv2.VideoCapture('jljt.mp4')\n",
    "cv2.namedWindow('AI Barrage', cv2.WINDOW_NORMAL)\n",
    "t = 0\n",
    "ticks = 0\n",
    "mask_history = []\n",
    "barrages = barrages_all[:]\n",
    "barrages_active = []\n",
    "# 创建字体（可在项目中获取，或自行提供）\n",
    "font = ImageFont.truetype('../zhaozi.ttf', 18)\n",
    "\n",
    "# 视频循环\n",
    "while cv2.waitKey(1) < 0:\n",
    "    # 获取帧图像\n",
    "    hasFrame, frame = cap.read()\n",
    "    if not hasFrame:\n",
    "        cv2.waitKey()\n",
    "        break\n",
    "    # 提取前景\n",
    "    mask = get_fore(frame)\n",
    "    \n",
    "    # 此处做了一个平滑处理\n",
    "    # 如果当前蒙版像素数和之前20帧平均值相差过大\n",
    "    # 则直接使用前一个有效蒙版\n",
    "    mask_count = np.count_nonzero(mask)\n",
    "    if len(mask_history) > 0:\n",
    "        avg_mask = sum(mask_history) / len(mask_history)\n",
    "        mask_ratio = mask_count / avg_mask\n",
    "        if mask_ratio < 0.5 or mask_ratio > 1.5:\n",
    "            mask = lask_mask\n",
    "        else:\n",
    "            lask_mask = mask\n",
    "    else:\n",
    "        lask_mask = mask\n",
    "    mask_history.append(mask_count)\n",
    "    if len(mask_history) > 20:\n",
    "        mask_history.pop(0)\n",
    "    \n",
    "    # 加文字\n",
    "    ticks += 1\n",
    "    # 根据时间判断是否创建新的弹幕\n",
    "    if len(barrages) > 0 and barrages[0][1] * 20 < ticks:\n",
    "        b = {\n",
    "            'text': barrages.pop(0)[0],\n",
    "            'height': int(random.random() * frame.shape[0]),\n",
    "            'width': frame.shape[1],\n",
    "            'color': random.choice(colors)\n",
    "        }\n",
    "        barrages_active.append(b)\n",
    "    # 依次将每一条有效弹幕绘制在图片上\n",
    "    # 并移动弹幕\n",
    "    im = Image.fromarray(frame)\n",
    "    draw = ImageDraw.Draw(im)\n",
    "    for b in barrages_active:\n",
    "        draw.text((b['width'], b['height']), b['text'], b['color'], font=font)\n",
    "        b['width'] -= 5\n",
    "    # 去除屏幕外弹幕\n",
    "    if len(barrages_active) > 0 and barrages_active[0]['width'] < -400:\n",
    "        barrages_active.pop(0)\n",
    "    frame_with_text = np.array(im)\n",
    "\n",
    "    # 通过蒙版，将含弹幕的背景与原图前景叠加\n",
    "    img = frame_with_text * (1-mask)[:,:,np.newaxis] + frame * mask[:,:,np.newaxis]\n",
    "    # 显示图片\n",
    "    cv2.imshow('AI Barrage', img)\n",
    "\n",
    "    # 判断帧时长，通过sleep稳定帧率\n",
    "    t2 = cv2.getTickCount()\n",
    "    elapsed = ((t2 - t) / cv2.getTickFrequency())\n",
    "    rest = max(0.075 - elapsed, 0)\n",
    "#     print(rest)\n",
    "    time.sleep(rest)\n",
    "    t = cv2.getTickCount()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    " \n",
    " "
   ]
  }
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